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Review| Volume 214, ISSUE 5, P920-930, November 2017

Risk factors for conversion of laparoscopic cholecystectomy to open surgery – A systematic literature review of 30 studies

Open AccessPublished:July 20, 2017DOI:https://doi.org/10.1016/j.amjsurg.2017.07.029

      Highlights

      • Methodological quality of the studies was mostly heterogeneous.
      • Several studies developed prediction models for risk of conversion.
      • Independent risk factors appeared to have additive effects.
      • Only one study was regarded as high quality.
      • High-quality studies should be conducted to externally validate prediction models.

      Abstract

      Background

      The study aims to evaluate the methodological quality of publications relating to predicting the need of conversion from laparoscopic to open cholecystectomy and to describe identified prognostic factors.

      Method

      Only English full-text articles with their own unique observations from more than 300 patients were included. Only data using multivariate analysis of risk factors were selected. Quality assessment criteria stratifying the risk of bias were constructed and applied.

      Results

      The methodological quality of the studies were mostly heterogeneous. Most studies performed well in half of the quality criteria and considered similar risk factors, such as male gender and old age, as significant. Several studies developed prediction models for risk of conversion. Independent risk factors appeared to have additive effects.

      Conclusion

      A detailed critical review of studies of prediction models and risk stratification for conversion from laparoscopic to open cholecystectomy is presented. One study is identified of high quality with a potential to be used in clinical practice, and external validation of this model is recommended.

      Keywords

      1. Introduction

      One of the most common causes of abdominal pain is the presence of gallstones.
      • Crawford M.
      Biliary pain Work-up and management in general practice.
      Cholecystectomy is the only effective management of symptomatic gallstones, with 93% of gallbladder disease problems referred to surgeons.
      • Bayram C.
      • Valenti L.
      • Miller G.
      Gallbladder disease.
      Open cholecystectomy (OC) has been widely replaced by laparoscopic cholecystectomy (LC).
      • Lo C.M.
      • Liu C.L.
      • Lai E.C.
      • Fan S.T.
      • Wong J.
      Early versus delayed laparoscopic cholecystectomy for treatment of acute cholecystitis.
      However, current literature suggests that the rate of intraoperative conversion from LC to OC is 1%–15%,
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Tang B.
      • Cuschieri A.
      Conversions during laparoscopic cholecystectomy: risk factors and effects on patient outcome.
      and that conversion is known to increase perioperative time, complication rates, perioperative costs, the length of hospital stay, and hospital charges.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Lengyel B.I.
      • Panizales M.T.
      • Steinberg J.
      • Ashley S.W.
      • Tavakkoli A.
      Laparoscopic cholecystectomy: what is the price of conversion?.
      Conversion is also associated with complications including death, bile duct injury, bile leak, or bleeding, requiring reoperation or transfusion.
      • Wolf A.S.
      • Nijsse B.A.
      • Sokal S.M.
      • Chang Y.
      • Berger D.L.
      Surgical outcomes of open cholecystectomy in the laparoscopic era.
      It is, therefore, essential to identify risk factors for conversion to allow for safer procedures and better surgical planning. A systematic assessment of these factors pre-operatively allows determination of whether OC surgery should be performed initially, avoiding the potential complications brought through an intraoperative conversion from LC to OC. Further, effective conversion prediction models allow patients the right to be better informed of such risks before they give consent.
      Several factors encourage a new review of the literature on LC to OC conversion. Two previous reviews agreed on only two important risk factors when considering conversion, namely, male gender and old age
      • Tang B.
      • Cuschieri A.
      Conversions during laparoscopic cholecystectomy: risk factors and effects on patient outcome.
      • Philip Rothman J.
      • Burcharth J.
      • Pommergaard H.C.
      • Viereck S.
      • Rosenberg J.
      Preoperative risk factors for conversion of laparoscopic cholecystectomy to open surgery - a systematic review and meta-analysis of observational studies.
      ; Rothman et al.’s
      • Philip Rothman J.
      • Burcharth J.
      • Pommergaard H.C.
      • Viereck S.
      • Rosenberg J.
      Preoperative risk factors for conversion of laparoscopic cholecystectomy to open surgery - a systematic review and meta-analysis of observational studies.
      recent study focused on only 10 articles for inclusion in their meta-analysis. Further, literature searches in previous reviews were conducted in 2005 and in 2014 respectively. The gap between those studies and current date, and the presence of new critical studies published in recent years, warrant a new review.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      Furthermore, the risk factor of body temperature, was considered significant in Gholipur et al.’s
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      study, but not evaluated in Rothman et al.’s review, hence, other significant factors may have been overlooked in Rothman et al.’s meta-analysis. Finally, a comprehensive quality assessment of methodological rigour was not conducted in either review by Tang and Cuschieri
      • Tang B.
      • Cuschieri A.
      Conversions during laparoscopic cholecystectomy: risk factors and effects on patient outcome.
      or Rothman et al.
      This systematic literature review aims to evaluate risk factors associated with LC–OC conversion as well as to consider the methodological quality of the included studies.

      2. Methods

      2.1 Protocol and registration

      This systematic review was conducted according to guidelines set by the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA).
      • Moher D.
      • Liberati A.
      • Tetzlaff J.
      • Altman D.G.
      Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement.
      The review was registered in the PROSPERO database, with the reference number CRD42016039195.

      2.2 Eligibility criteria

      Only English language full-text articles with quantitative studies were included. Inclusion criteria for the systematic review were studies reporting risk factors or prediction models regarding LC–OC conversion. Retrospective and prospective studies including observations from more than 300 patients which presented their own unique observations, and with multivariate statistical techniques adjusting for covariates, were included. No restrictions were made regarding the time of publication.

      2.3 Search strategy

      Two investigators (AH and RM) performed the systematic search through PubMed (Table 1) and Scopus (Table 2) on June 8, 2016. The two investigators screened publication titles and abstracts independently. Discrepancies were adjudicated by a third review author (AdeC). Full-text articles were then reviewed. An additional snowball search found the two review articles as discussed earlier.
      Table 1Search strategy for PubMed.
      ((((“epidemiology”[MeSH Terms] OR “models, statistical”[MeSH Terms] OR “nomogram”[MeSH Terms] OR “risk factor”[MeSH Terms] OR risk* OR “risk assessment”[MeSH Terms]))) AND ((((“Cholecystectomy”[MeSH Terms]) OR “Biliary Tract Surgical Procedures”[MeSH Terms]) OR “Cholecystectomy, Laparoscopic”[MeSH Terms])) AND (conversion to open surgery[MeSH Terms] OR “conversion to open surgery” OR open surgery[MeSH Terms] OR conver*))
      Table 2Search strategy for Scopus.
      (INDEXTERMS(“epidemiology”) OR INDEXTERMS(“models, statistical”) OR INDEXTERMS(“nomogram”) OR INDEXTERMS(“risk factor”) OR risk* OR INDEXTERMS(“risk assessment”)) AND (INDEXTERMS(“Cholecystectomy”) OR INDEXTERMS(“Biliary Tract Surgical Procedures”) OR INDEXTERMS(“Cholecystectomy, Laparoscopic”)) AND (INDEXTERMS(“conversion to open surgery”) OR “conversion to open surgery” OR INDEXTERMS(“open surgery”) OR conver*)

      2.4 Methodological quality

      Eight measures were developed for this review to assess methodological quality (Table 3).
      Table 3Criteria for estimating risk for bias.
      Low riskIntermediate riskHigh risk
      All analysed independent variables are definedAll independent variables analysed are described/definedAt least 70% of all independent variables are described/defined AND the number of non-described variables are stated (Hence you know the total number of independent variables analysed)The number of independent variables remains unclear OR less than 70% of all independent variables are clearly described/defined.
      Sample size calculationSample size calculation done AND it is described how it was done AND The estimated sample size (or more) was recruited.Sample size calculation done AND it is described how it was done AND not able to recruit estimated sample sizeNo sample size calculation OR no description of how it was done
      Data extraction procedure describedMedical chart or reliable database; manually read charts or that they had some mechanism to ensure the quality of their databaseData extracted from a database and no mentioning of a mechanism to ensure quality in that databaseNo mentioning of how data is extracted
      Statistical analysis describedClearly described what is being used to analysed dataAnalysis described but not in detailAnalysis not discussed
      Multivariate analysis(Multivariate stepwise regression + entry & removal) OR (Multivariate non-stepwise stating which variables were entered or if all variables entered)Stating multivariate regression and stating if it was logistic or Cox but no more detailsMultivariate analysis not mentioned or not using multivariate regression
      Missing data presentedGive exact numbers of missing data + explain why there are more missing data for some variablesGive exact numbers of missing data but no explanation for why some variables have more missing dataNumber of missing data for each variable not provided
      Missing data discussedMissing data discussed on how they should be managed in statistical analysis and final interpretation.Mentions missing data in discussion but unclear how they managed thisNo discussion about how they managed missing data
      Validation of model (internal or external) presentedExternal validation of model presented either as sensitivity and specificity OR Area under curve (AUC).Internal validation of model presented either as (Cox&Snell R Square OR Naegelkirke R-square) OR Area under curve (AUC).Outcome of internal or external validation of their final model is not described

      3. Results

      Sixty-six articles were read in full-text, with 30 meeting the inclusion criteria (Fig. 1). Two studies
      • Kama N.A.
      • Kologlu M.
      • Doganay M.
      • Reis E.
      • Atli M.
      • Dolapci M.
      A risk score for conversion from laparoscopic to open cholecystectomy.
      • Lim K.R.
      • Ibrahim S.
      • Tan N.C.
      • Lim S.H.
      • Tay K.H.
      Risk factors for conversion to open surgery in patients with acute cholecystitis undergoing interval laparoscopic cholecystectomy.
      were subsequently excluded after thorough examination as they were found to use data from previous studies.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      Only variables that were statistically significant in the final multivariate regression model are presented.
      Fig. 1
      Fig. 1Flow diagram showing identification of studies for inclusion in this systematic review according to PRISMA guidelines.

      3.1 Quality assessment

      Our review found only one publication was of high quality
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      (Fig. 2). Two publications were overall of poor quality
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      and the remainder of intermediate quality. Most studies defined their analysed variables and statistical analyses, however, only one study
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      conducted a proper sample size calculation. This contributed to some studies being reported as underpowered to reach statistical significance.
      Fig. 2
      Fig. 2Quality assessments of included studies. (Color version of figure available online.)
      Two studies reported missing data but failed to further describe how these are managed in the final statistical analysis.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      The missing data were also poorly described. These studies
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      presented the exact number of missing data but did not discuss them further.
      Only one study
      • Kama N.A.
      • Kologlu M.
      • Doganay M.
      • Reis E.
      • Atli M.
      • Dolapci M.
      A risk score for conversion from laparoscopic to open cholecystectomy.
      was externally validated.
      • Bulbuller N.
      • Ilhan Y.S.
      • Baktir A.
      • Kirkil C.
      • Dogru O.
      Implementation of a scoring system for assessing difficult cholecystectomies in a single center.
      • Kologlu M.
      • Tutuncu T.
      • Yuksek Y.N.
      • Gozalan U.
      • Daglar G.
      • Kama N.A.
      Using a risk score for conversion from laparoscopic to open cholecystectomy in resident training.
      Four studies performed an internal validation.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      Gholipur et al.’s
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      attempted to perform an “external validation”, however, it is worth pointing out the methodology utilised was poor. Gholipur et al. used nine cases to calculate sensitivity and specificity, with a point estimate of 67% and a wide confidence interval of 30%–93%, hence making the validation insignificant. Consequently, this study failed to meet a “low risk” for external validation of model.

      3.2 Risk factors and their association with highest possible quality of the studies

      Several risk factors for LC–OC conversion were identified from the extracted studies (Table 4). Variables considered significant in the high quality study
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      were more likely to be true.
      Table 4Characteristics of included studies with statistically significant variables.
      Author, Year CountrySample sizePrediction variablesP valueOdds ratioAUC
      Goonawardena, 2015

      Australia
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      Total: 732

      Start as lap: 732

      Converted: 47

      Start as open: 0
      Previous upper abdominal surgery0.004195 (4.2–2200)0.97
      Obesity/BMI > 30 > 27.2 kg/m20.0001112 (3.5–44)
      Ultrasonographic measures
      Choledocholithiasis0.0001320 (4.3–91)
      Gallbladder wall width (mm) (no specific cut-offs)<0.0000012.1 (1.6–2.6)
      Impacted stone at neck of gallbladder0.00535.9 (1.7–20)
      Sippey, 2015

      USA
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      Total: 7242

      Start as lap: 7242

      Converted: 436

      Start as open: 0
      Age >60 years0.0151.01
      Male0.0051.77
      BMI > 30 kg/m20.00011.04
      Preoperative ALP0.00051.01
      WCC (no specific cut-offs)0.00011.06
      Albumin (no specific cut-offs)0.00010.52
      Licciardello, 2014

      Italy
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      Total: 414

      Start as lap: 414

      Converted: 33

      Start as open: 0
      Acute cholecystitis0.0015.6 (2.1–15)
      Age ≥ 65 years0.0363.0 (1.1–8.5)
      Stanisic, 2014

      Montrego
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      Total: 369

      Start as lap: 369

      Converted: 10

      Start as open: 0
      Previous episodes of acute cholecystitis0.000
      Thickened GB wall >4 mm0.000
      Acute cholecystitis to admission0.000
      Gallstones size >2 cm0.000
      Recurrent pain >4 h in >5 episodes0.001
      Diabetes mellitus0.000
      Duration of disease >36months0.004
      Pericholecystic fluid0.021
      Ćwik, 2013

      Poland
      • Cwik G.
      • Skoczylas T.
      • Wyroslak-Najs J.
      • Wallner G.
      The value of percutaneous ultrasound in predicting conversion from laparoscopic to open cholecystectomy due to acute cholecystitis.
      Total: 5596

      Start as lap: 4105

      Converted: 130

      Start as open: 1491
      BMI > 25–30 kg/m2<0.05
      Delay of surgery >72 h from time of admission w concomitant acute symptoms of inflammation<0.05
      Sultan, 2013

      Egypt
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      Total: 4698

      Start as lap: 4434

      Converted: 234

      Start as open: 264
      Male<0.0012.79 (1.97–3.97)
      Age > 50 years<0.0010.502 (0.351–0.719)
      Previous upper abdominal surgery<0.0010.228 (0.105–0.497)
      ALP<0.0011.21 (1.15–1.27)
      WCC > 9 × 10ˆ3/ul<0.0010.303 (0.165–0.558)
      Urgently indicated pt/emergency<0.0010.095 (0.060–0.151)
      O'Leary, 2013

      Ireland
      • O'Leary D.P.
      • Myers E.
      • Waldron D.
      • Coffey J.C.
      Beware the contracted gallbladder - ultrasonic predictors of conversion.
      Total: 1061

      Start as lap: 1061

      Converted: 58

      Start as open: 0
      Male0.015
      Thickened gallbladder wall > 4 mm0.019
      Contracted gallbladder0.037
      Raman, 2012

      USA
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.
      Total: 874

      Start as lap: 874

      Converted: 68

      Start as open: 0

      Emergent: 549

      Elective: 325
      Age (no specific cut-offs)0.0161.0 (1.0–1.0)
      Male<0.0013.0 (1.7–5.3)
      Diabetes Mellitus0.0082.4 (1.3–4.5)
      Emergent cholecystectomy0.0032.9 (1.5–5.8)
      Thickened gallbladder wall (no specific cut-offs)0.0021.2 (1.1–1.3)
      Yajima, 2012

      Japan
      • Yajima H.
      • Kanai H.
      • Son K.
      • Yoshida K.
      • Yanaga K.
      Reasons and risk factors for intraoperative conversion from laparoscopic to open cholecystectomy.
      Total: 407

      Start as lap: 407

      Converted: 47

      Start as open: 0
      Male0.0472.0 (1.1–3.6)
      Acute cholecystitis<0.0018.5 (2.4–30)
      Kanakala, 2011

      UK
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      Total: 2197

      Start as lap: 2117

      Converted: 133

      Start as open: 80

      Elective LC: 1706
      Male0.0051.68 (1.17–2.40)
      ASA III0.0122.01 (1.16–3.47)
      ASA IV0.0224.70 (1.26–17.6)
      Emergency0.0051.75 (1.19–2.57)
      Laparoscopic Cholecystectomy + common bile duct exploration0.0012.74 (1.52–4.94)
      van der Steeg, 2011

      Netherlands
      • van der Steeg H.J.J.
      • Alexander S.
      • Houterman S.
      • Slooter G.D.
      • Roumen R.M.H.
      Risk factors for conversion during laparoscopic cholecystectomy - experiences from a general teaching hospital.
      Total: 972

      Start as lap: 972

      Converted: 121

      Start as open: 0
      Age >65 years<0.052.1 (1.3–3.3)
      Male<0.051.7 (1.1–2.6)
      Acute cholecystitis<0.0512 (7.0–20)
      Recent acute cholecystitis<0.054.7 (2.4–9.2)
      Recent obstructive jaundice<0.0521 (4.5–94)
      Domíguez, 2011

      Colombia
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      Total: 703

      Start as lap: 703

      Converted: 97

      Start as open:
      Male0.0231.7 (1.1–2.8)
      Age >70 years0.0012.7 (1.6–5.0)
      Raised WCC (>12,000 mm3)0.041.6 (1.0–2.7)
      History of ERCP0.052.0 (0.50–4.5)
      Thickened gallbladder wall ≥ 7 mm0.0721.6 (0.96–2.5)
      Kaafarani, 2010

      USA
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      Total: 11,669

      Start as lap: 9530

      Converted: 949

      Start as open: 1189
      Emergent procedure0.00911.42 (1.09–1.84)
      Male0.00012.40 (1.73–3.33)
      History of previous surgery<0.00241.64 (1.20–2.25)
      Hypertension0.02441.21 (1.03–1.43)
      Hematocrit ≤ 38%0.0061.27 (1.07–1.51)
      Na ≤ 135 mEq/L0.00011.47 (1.22–1.79)
      WCC > 11,000 mm3<0.00012.10 (1.75–2.52)
      Age (no specific cut-offs)0.00011.01 (1.01–1.02)
      INR (+1U)<0.00012.29 (1.58–3.33)
      Serum albumin (−1 g/dL)<0.00011.43 (1.26–1.62)
      Hospital-specific conversion rate<0.00011.11 (1.10–1.12)
      Ercan, 2010

      Turkey
      • Ercan M.
      • Bostanci E.B.
      • Teke Z.
      • et al.
      Predictive factors for conversion to open surgery in patients undergoing elective laparoscopic cholecystectomy.
      Total: 2963

      Start as lap: 2963

      Converted: 101

      Start as open:0
      Previous upper abdominal incision0.0153.40 (1.13–9.05)
      Previous upper & lower abdominal incision0.0154.53 (1.35–15.9)
      Preoperative ERCP0.0041.84 (1.21–2.79)
      Gallbladder adhesion score (Grade 4)0.00014.76 (3.32–6.83)
      Gallbladder appearance (scleroatrophic)0.00015.60 (2.46–12.7)
      Gholipour, 2009

      Iran
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      Total: 793

      Start as lap: 793

      Converted: 9

      Start as open: 0
      Experience0.0132.3 (1.2–4.4)
      Emergency surgery0.0200.44 (0.22–0.88)
      Previous history of laparotomy0.0451.7 (1.0–2.9)
      Choledocholithiasis0.0116.9 (1.6–3.1)
      Thickened gallbladder wall (no specific cut-offs)0.0531.8 (0.99–3.2)
      Body temperature (no specific cut-offs)0.0221.9 (1.1–3.4)
      Elevated WCC (no specific cut-offs)0.00511.0 (1.0–1.0)
      Bilirubin (no specific cut-offs)0.0440.65 (0.43–0.99)
      ALP (no specific cut-offs)0.00121.0 (1.0–1.0)
      Zhang, 2008

      China
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      Total: 1265

      Start as lap: 1265

      Converted: 94

      Start as open: 0
      History of previous upper abdominal surgery<0.056.13 (3.33–11.3)
      Gallbladder wall thickness > 4 mm<0.054.12 (2.61–6.50)
      Murphy's sign<0.052.71 (1.72–4.28)
      Male<0.051.92 (1.22–3.03)
      Lipman, 2007

      USA
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      Total: 1377

      Start as lap: 1377

      Converted: 112

      Start as open: 0
      Male<0.054.06 (2.42–6.82)0.83
      Elevated WBC<0.053.01 (1.77–5.13)
      Low albumin<0.052.90 (1.70–4.96)
      Pericholecystic fluid on USS<0.052.36 (1.25–4.47)
      Diabetes mellitus<0.051.87 (1.03–3.42)
      Elevated total bilirubin<0.051.85 (1.01–3.39)
      Ischizaki, 2006

      Japan
      • Ishizaki Y.
      • Miwa K.
      • Yoshimoto J.
      • Sugo H.
      • Kawasaki S.
      Conversion of elective laparoscopic to open cholecystectomy between 1993 and 2004.
      Total:1339

      Start as lap: 1179

      Converted: 89

      Start as open: 160
      >4 mm gallbladder wall on USS<0.0019.26 (5.54–15.5)
      History of common bile duct stone removed by ES (endoscopic sphincterotomy)<0.0015.75 (3.03–10.9)
      Ibrahim, 2006

      Singapore
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      Total: 1000

      Start as lap: 1000

      Converted: 103

      Start as open: 0
      Age > 60 years0.0042.2 (1.3–3.9)
      Weight > 65 kg0.0291.8 (1.1–2.9)
      Male0.0311.3 (1.0–2.0)
      Acute cholecystitis0.0031.6 (1.2–2.0)
      Precious upper abdominal surgery0.041.1 (0.98–1.8)
      Total WCC (>10 × 10ˆ3 U/I)0.0140.78 (0.43–1.0)
      Experience/operated by junior surgeon0.041.3 (0.99–1.8)
      HbA1c level (>6) (for DM patients)0.051.2 (0.98–1.9)
      Presence of chronic lung disease0.0580.85 (0.50–1.5)
      Simopoulous, 2005

      Greece
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      Total: 1804

      Start as lap: 1804

      Converted: 94

      Start as open: 0
      Age ≥ 61 years<0.0015.73 (2.40–13.67)
      Inflammation<0.0017.07 (4.47–11.14)
      History of lower abdominal surgery0.0270.50 (0.27–0.92)
      History of upper abdominal surgery0.0023.85 (1.64–9.04)
      Mirza, 2003

      Saudi Arabia
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      Total: 2541

      Start as lap: 2541

      Converted: 94

      Start as open: 0
      Age ≥ 65 years0.0114
      Male0.0001
      Raised WCC0.0041
      Past history of acute cholecystitis0.00001
      Acute cholecystitis0.00001
      Gallbladder wall thickness0.00001
      Previous history of abdominal operation0.00001
      Rosen, 2002

      USA
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      Total: 1347

      Start as lap: 1347

      Converted: 71

      Start as open: 0
      Acute cholecystitis0.022.76 (1.20–6.36)
      Age (no specific cut-offs)0.0021.22 (1.07–1.38)
      BMI > 30 kg/m20.00081.53 (1.19–1.97)
      Thickened gallbladder wall >4 mm on USS0.0041.47 (1.13–1.92)
      Kama, 2001

      Turkey
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      Total: 1000

      Start as lap: 1000

      Converted: 48

      Start as open: 0
      Male<0.050.83
      Previous abdominal surgery<0.05
      Acute cholecystitis<0.05
      Thickened gallbladder on USS<0.05
      Suspicion on CBD stones<0.05
      Alponat, 1997

      Singapore
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      Total: 783

      Start as lap: 783

      Converted: 58

      Start as open: 0
      Acute cholecystitis0.00333.1 (1.5–6.7)
      Elevated ALP (no specific cut-offs)0.0192.2(1.1–4.4)
      Elevated WCC (>11,000 mm3)0.00063.7 (1.8–7.8)
      Thickened gallbladder wall on ultrasound ≥ 3.5 mm0.00033.8 (1.8–7.7)
      Liu, 1996

      Hong Kong
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      Total: 500

      Start as lap: 500

      Converted: 45

      Start as open: 0
      Age > 65 years<0.05
      Obesity<0.05
      Acute cholecystitis<0.05
      Thickened gallbladder on USS<0.05
      Patient seen during early learning phase<0.05
      Wiebke, 1995

      USA
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      Total: 581

      Start as lap: 581

      Converted: 45

      Start as open: 0
      Age > 50 years0.0221.0
      Veteran patients0.00103.7
      Acute cholecystitis0.00034.6
      Upper abdominal surgery0.00025.2
      Fried, 1994

      Canada
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      Total: 1676

      Start as lap: 1676

      Converted: 90

      Start as open:0
      Acute cholecystitis<0.055.79 (3.21–10.4)
      Age ≥ 65 years<0.052.00 (1.15–3.49)
      Obesity (no specific cut-offs)<0.051.77 (1.02–3.05)
      Male<0.052.54 (1.48–4.37)
      Thickened gallbladder wall (no specific cut-offs)<0.051.72 (0.93–3.20)
      Sanabaria, 1994

      USA
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      Total: 628

      Start as lap: 628

      Converted: 32

      Start as open: 0
      Age >65 years<0.015.0 (1.5–16)
      Male<0.014.0 (1.8–9.1)
      Number of LC procedures, <50 v >50<0.053.8 (1.3–11)
      ≥10 biliary colic<0.017.0 (2.2–22)
      Acute cholecystitis<0.0112 (4.6–56)
      Hutchinson, 1994

      USA
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      Total: 526

      Start as lap: 526

      Converted: 45

      Start as open: 0
      Male<0.022.6 (1.2–5.4)
      BMI > 27.2 kg/m2<0.011.8 (1.4–5.7)
      Ultrasonographic measures
      Thickened gallbladder wall (no specific cut-offs)<0.0016.0 (2.5–14)
      Intraoperative data
      Positive cholangiogram<0.024.2 (1.4–13)
      Risk of positive cholangiogram common bile duct (CBD) dilatation on preoperative ultrasound (USS)<0.0016.8 (2.4–19)
      Peters, 1994

      USA
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      Total: 746

      Start as lap: 746

      Converted: 101

      Start as open: 0
      Acute cholecystitis<0.0514 (8–27)
      Suspected CBD stone<0.0511 (4.1–30)
      Total bilirubin<0.052.6 (1.3–4.9)
      Age > 60 years<0.052.3 (1.1–5.1)

      3.2.1 Variables evaluated in high quality study

      3.2.1.1 Body mass index (BMI) or weight

      Nineteen studies
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Ercan M.
      • Bostanci E.B.
      • Teke Z.
      • et al.
      Predictive factors for conversion to open surgery in patients undergoing elective laparoscopic cholecystectomy.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      • Cwik G.
      • Skoczylas T.
      • Wyroslak-Najs J.
      • Wallner G.
      The value of percutaneous ultrasound in predicting conversion from laparoscopic to open cholecystectomy due to acute cholecystitis.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      evaluated body mass index (BMI) or weight, and eight of these
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Cwik G.
      • Skoczylas T.
      • Wyroslak-Najs J.
      • Wallner G.
      The value of percutaneous ultrasound in predicting conversion from laparoscopic to open cholecystectomy due to acute cholecystitis.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      found high BMI or high weight to be risk factors for conversion.

      3.2.1.2 Gallbladder wall thickness

      Twenty studies evaluated a thick gallbladder wall as a risk factor, with most studies using a wall thickness of more than 4 mm as a cut-off.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Ercan M.
      • Bostanci E.B.
      • Teke Z.
      • et al.
      Predictive factors for conversion to open surgery in patients undergoing elective laparoscopic cholecystectomy.
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      • Cwik G.
      • Skoczylas T.
      • Wyroslak-Najs J.
      • Wallner G.
      The value of percutaneous ultrasound in predicting conversion from laparoscopic to open cholecystectomy due to acute cholecystitis.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Ishizaki Y.
      • Miwa K.
      • Yoshimoto J.
      • Sugo H.
      • Kawasaki S.
      Conversion of elective laparoscopic to open cholecystectomy between 1993 and 2004.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • O'Leary D.P.
      • Myers E.
      • Waldron D.
      • Coffey J.C.
      Beware the contracted gallbladder - ultrasonic predictors of conversion.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      This variable was reported to increase the of conversion between 1 and 6 times in the 15 of the 20 studies which determined this risk factor as significant.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Ishizaki Y.
      • Miwa K.
      • Yoshimoto J.
      • Sugo H.
      • Kawasaki S.
      Conversion of elective laparoscopic to open cholecystectomy between 1993 and 2004.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • O'Leary D.P.
      • Myers E.
      • Waldron D.
      • Coffey J.C.
      Beware the contracted gallbladder - ultrasonic predictors of conversion.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.

      3.2.1.3 Previous history of abdominal surgery

      Twenty-three studies
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Ercan M.
      • Bostanci E.B.
      • Teke Z.
      • et al.
      Predictive factors for conversion to open surgery in patients undergoing elective laparoscopic cholecystectomy.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Ishizaki Y.
      • Miwa K.
      • Yoshimoto J.
      • Sugo H.
      • Kawasaki S.
      Conversion of elective laparoscopic to open cholecystectomy between 1993 and 2004.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      • Yajima H.
      • Kanai H.
      • Son K.
      • Yoshida K.
      • Yanaga K.
      Reasons and risk factors for intraoperative conversion from laparoscopic to open cholecystectomy.
      evaluated having a previous history of abdominal surgery as a risk factor, with eight of these
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Ercan M.
      • Bostanci E.B.
      • Teke Z.
      • et al.
      Predictive factors for conversion to open surgery in patients undergoing elective laparoscopic cholecystectomy.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      finding it significant. Seven
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Ercan M.
      • Bostanci E.B.
      • Teke Z.
      • et al.
      Predictive factors for conversion to open surgery in patients undergoing elective laparoscopic cholecystectomy.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      of those eight studies stated specifically that having a history of upper abdominal surgery was significant. One of those studies
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      reported that having lower abdominal surgery was not significant while two other studies
      • Ercan M.
      • Bostanci E.B.
      • Teke Z.
      • et al.
      Predictive factors for conversion to open surgery in patients undergoing elective laparoscopic cholecystectomy.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      reported that lower abdominal surgery contributed to increased risk for conversion.

      3.2.1.4 Choledocholithiasis

      Of 10 studies
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Ishizaki Y.
      • Miwa K.
      • Yoshimoto J.
      • Sugo H.
      • Kawasaki S.
      Conversion of elective laparoscopic to open cholecystectomy between 1993 and 2004.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      evaluating choledocholithiasis, five
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Ishizaki Y.
      • Miwa K.
      • Yoshimoto J.
      • Sugo H.
      • Kawasaki S.
      Conversion of elective laparoscopic to open cholecystectomy between 1993 and 2004.
      reported the condition to be a significant risk factor. Four of those studies were of intermediate quality.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Ishizaki Y.
      • Miwa K.
      • Yoshimoto J.
      • Sugo H.
      • Kawasaki S.
      Conversion of elective laparoscopic to open cholecystectomy between 1993 and 2004.

      3.2.1.5 Impacted stone at the neck of gallbladder

      One low-quality study reported having impacted stone at the neck of the gallbladder as non-significant.
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      However, the study of the highest quality reported it to be significant.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.

      3.2.2 Variables evaluated in intermediate quality studies

      3.2.2.1 Male gender

      All 30 studies evaluated gender as a risk factor.
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Ercan M.
      • Bostanci E.B.
      • Teke Z.
      • et al.
      Predictive factors for conversion to open surgery in patients undergoing elective laparoscopic cholecystectomy.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      • Cwik G.
      • Skoczylas T.
      • Wyroslak-Najs J.
      • Wallner G.
      The value of percutaneous ultrasound in predicting conversion from laparoscopic to open cholecystectomy due to acute cholecystitis.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Ishizaki Y.
      • Miwa K.
      • Yoshimoto J.
      • Sugo H.
      • Kawasaki S.
      Conversion of elective laparoscopic to open cholecystectomy between 1993 and 2004.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • O'Leary D.P.
      • Myers E.
      • Waldron D.
      • Coffey J.C.
      Beware the contracted gallbladder - ultrasonic predictors of conversion.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      • Yajima H.
      • Kanai H.
      • Son K.
      • Yoshida K.
      • Yanaga K.
      Reasons and risk factors for intraoperative conversion from laparoscopic to open cholecystectomy.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • van der Steeg H.J.J.
      • Alexander S.
      • Houterman S.
      • Slooter G.D.
      • Roumen R.M.H.
      Risk factors for conversion during laparoscopic cholecystectomy - experiences from a general teaching hospital.
      Male gender was considered a significant risk factor in 17 studies.
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • O'Leary D.P.
      • Myers E.
      • Waldron D.
      • Coffey J.C.
      Beware the contracted gallbladder - ultrasonic predictors of conversion.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      • Yajima H.
      • Kanai H.
      • Son K.
      • Yoshida K.
      • Yanaga K.
      Reasons and risk factors for intraoperative conversion from laparoscopic to open cholecystectomy.
      • van der Steeg H.J.J.
      • Alexander S.
      • Houterman S.
      • Slooter G.D.
      • Roumen R.M.H.
      Risk factors for conversion during laparoscopic cholecystectomy - experiences from a general teaching hospital.
      Male gender was found by Lipman et al.
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      and Sanabria et al.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      to increase the risk of conversion four-fold.

      3.2.2.2 Age

      Age was also evaluated by all 30 included studies.
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Ercan M.
      • Bostanci E.B.
      • Teke Z.
      • et al.
      Predictive factors for conversion to open surgery in patients undergoing elective laparoscopic cholecystectomy.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Zhang W.J.
      • Li J.M.
      • Wu G.Z.
      • Luo K.L.
      • Dong Z.T.
      Risk factors affecting conversion in patients undergoing laparoscopic cholecystectomy.
      • Cwik G.
      • Skoczylas T.
      • Wyroslak-Najs J.
      • Wallner G.
      The value of percutaneous ultrasound in predicting conversion from laparoscopic to open cholecystectomy due to acute cholecystitis.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Hutchinson C.H.
      • Traverso L.W.
      • Lee F.T.
      Laparoscopic cholecystectomy. Do preoperative factors predict the need to convert to open?.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Ishizaki Y.
      • Miwa K.
      • Yoshimoto J.
      • Sugo H.
      • Kawasaki S.
      Conversion of elective laparoscopic to open cholecystectomy between 1993 and 2004.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • O'Leary D.P.
      • Myers E.
      • Waldron D.
      • Coffey J.C.
      Beware the contracted gallbladder - ultrasonic predictors of conversion.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      • Yajima H.
      • Kanai H.
      • Son K.
      • Yoshida K.
      • Yanaga K.
      Reasons and risk factors for intraoperative conversion from laparoscopic to open cholecystectomy.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • van der Steeg H.J.J.
      • Alexander S.
      • Houterman S.
      • Slooter G.D.
      • Roumen R.M.H.
      Risk factors for conversion during laparoscopic cholecystectomy - experiences from a general teaching hospital.
      Older age, which was defined by most studies as more than 60 or 65 years, was found to be an important risk factor in 16 studies.
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      One study
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      used ages of 50 years or above as a cut-off. Patients older than 65 years had a three-fold
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      or five-fold
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      increased risk for conversion.

      3.2.2.3 Emergency

      Five
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      of nine studies
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      found that emergency cases contributed significantly as a risk factor for conversion. Four out of those studies were of intermediate quality
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      and one of low quality.
      • Raman S.R.
      • Moradi D.
      • Samaan B.M.
      • et al.
      The degree of gallbladder wall thickness and its impact on outcomes after laparoscopic cholecystectomy.

      3.2.2.4 Acute cholecystitis

      This condition was considered to be a significant risk factor in 15 studies
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • Yajima H.
      • Kanai H.
      • Son K.
      • Yoshida K.
      • Yanaga K.
      Reasons and risk factors for intraoperative conversion from laparoscopic to open cholecystectomy.
      out of 20 studies evaluating its effect.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.
      • Goonawardena J.
      • Gunnarsson R.
      • De Costa A.
      Predicting conversion from laparoscopic to open cholecystectomy presented as a probability nomogram based on preoperative patient risk factors.
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Lipman J.M.
      • Claridge J.A.
      • Haridas M.
      • et al.
      Preoperative findings predict conversion from laparoscopic to open cholecystectomy.
      • Domínguez L.C.
      • Rivera A.
      • Bermúdez C.
      • Herrera W.
      Analysis of factors for conversion of laparoscopic to open cholecystectomy: a prospective study of 703 patients with acute cholecystitis.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      • Yajima H.
      • Kanai H.
      • Son K.
      • Yoshida K.
      • Yanaga K.
      Reasons and risk factors for intraoperative conversion from laparoscopic to open cholecystectomy.
      • van der Steeg H.J.J.
      • Alexander S.
      • Houterman S.
      • Slooter G.D.
      • Roumen R.M.H.
      Risk factors for conversion during laparoscopic cholecystectomy - experiences from a general teaching hospital.
      These 15 studies determined the risk of conversion increased by factor of 5 to as much as 14.
      • Licciardello A.
      • Arena M.
      • Nicosia A.
      • et al.
      Preoperative risk factors for conversion from laparoscopic to open cholecystectomy.
      • Stanisic V.
      • Milicevic M.
      • Kocev N.
      • et al.
      Prediction of difficulties in laparoscopic cholecystectomy on the base of routinely available parameters in a smaller regional hospital.
      • Ibrahim S.
      • Hean T.K.
      • Ho L.S.
      • Ravintharan T.
      • Chye T.N.
      • Chee C.H.
      Risk factors for conversion to open surgery in patients undergoing laparoscopic cholecystectomy.
      • Kama N.A.
      • Doganay M.
      • Dolapci M.
      • Reis E.
      • Atli M.
      • Kologlu M.
      Risk factors resulting in conversion of laparoscopic cholecystectomy to open surgery.
      • Liu C.L.
      • Fan S.T.
      • Lai E.C.S.
      • Lo C.M.
      • Chu K.M.
      Factors affecting conversion of laparoscopic cholecystectomy to open surgery.
      • Sanabria J.R.
      • Gallinger S.
      • Croxford R.
      • Strasberg S.M.
      Risk factors in elective laparoscopic cholecystectomy for conversion to open cholecystectomy.
      • Kanakala V.
      • Borowski D.W.
      • Pellen M.G.C.
      • et al.
      Risk factors in laparoscopic cholecystectomy: a multivariate analysis.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Simopoulos C.
      • Botaitis S.
      • Polychronidis A.
      • Tripsianis G.
      • Karayiannakis A.J.
      Risk factors for conversion of laparoscopic cholecystectomy to open cholecystectomy.
      • Wiebke E.A.
      • Pruitt A.L.
      • Howard T.J.
      • et al.
      Conversion of laparoscopic to open cholecystectomy: an analysis of risk factors.
      • Fried G.M.
      • Barkun J.S.
      • Sigman H.H.
      • et al.
      Factors determining conversion to laparotomy in patients undergoing laparoscopic cholecystectomy.
      • Rosen M.
      • Brody F.
      • Ponsky J.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Mirza S.M.
      • Al Salamah S.M.
      Risk prediction for conversion from laparoscopic to open cholecystectomy.
      • Yajima H.
      • Kanai H.
      • Son K.
      • Yoshida K.
      • Yanaga K.
      Reasons and risk factors for intraoperative conversion from laparoscopic to open cholecystectomy.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.

      3.2.2.5 Alkaline phosphatase

      Raised alkaline phosphatase (ALP) was reported as significant in four studies
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Sippey M.
      • Grzybowski M.
      • Manwaring M.L.
      • et al.
      Acute cholecystitis: risk factors for conversion to an open procedure.
      • Alponat A.
      • Kum C.K.
      • Koh B.C.
      • Rajnakova A.
      • Goh P.M.Y.
      Predictive factors for conversion of laparoscopic cholecystectomy.
      • Sultan A.M.
      • El Nakeeb A.
      • Elshehawy T.
      • Elhemmaly M.
      • Elhanafy E.
      • Atef E.
      Risk factors for conversion during laparoscopic cholecystectomy: retrospective analysis of ten years' experience at a single tertiary referral centre.
      out of 15 studies
      • Kaafarani H.M.
      • Smith T.S.
      • Neumayer L.
      • Berger D.H.
      • Depalma R.G.
      • Itani K.M.
      Trends, outcomes, and predictors of open and conversion to open cholecystectomy in Veterans Health Administration hospitals.
      • Gholipour C.
      • Fakhree M.B.A.
      • Shalchi R.A.
      • Abbasi M.
      Prediction of conversion of laparoscopic cholecystectomy to open surgery with artificial neural networks.
      • Peters J.H.
      • Krailadsiri W.
      • Incarbone R.
      • et al.
      Reasons for conversion from laparoscopic to open cholecystectomy in an urban teaching hospital.