Home
JournalsCollections
For Authors For Reviewers For Editorial Board Members
Article Processing Charges Open Access
Ethics Advertising Policy
Editorial Policy Resource Center
Company Information Contact Us
Publications > Journals > Gene Expression> Article Full Text
OPEN ACCESS

Effects of Metformin on Prevention and Treatment of Biliary Tract Cancer: A Meta-analysis of Observational Studies

  • Suangson Supabphol1,
  • Luxzup Wattanasukchai2,
  • Seksan Nasomjit3,
  • Wunchana Seubwai4,5,6,
  • Sopit Wongkham5,6,7 and
  • Charupong Saengboonmee5,6,7,* 

Received:

Revised:

Accepted:

Published online:

 Author information

Citation: Supabphol S, Wattanasukchai L, Nasomjit S, Seubwai W, Wongkham S, Saengboonmee C. Effects of Metformin on Prevention and Treatment of Biliary Tract Cancer: A Meta-analysis of Observational Studies. Gene Expr. 2023;22(2):115-122. doi: 10.14218/GE.2022.00006S.

Abstract

Background and objectives

Diabetes mellitus (DM) is an established risk for biliary tract cancer (BTC). Metformin, an anti-diabetes medication, has been reported for its association with a reduced risk of BTC. However, the controversy about metformin’s benefit among epidemiological studies is unresolved. This study is to investigate metformin’s effects on the development and progression of BTC.

Methods

Literature searches were performed, without language restriction, in Pubmed, Embase, and Web of Science, from their respective inceptions to February 28, 2023. All studies were screened by two researchers using Covidence. Quality assessment was performed using the Newcastle-Ottawa Scale. Meta-analyses were performed by a fixed and random-effect model using RevMan version 5.4.

Results

Nine observational studies met the inclusion criteria and were included in the meta-analysis. With pooled samples of 24,743,526 individuals from 4 case-control and 2 cohort studies, metformin was not associated with a decreased risk of BTC (pooled RR: 0.82, 95% CI: 0.42–1.59, p = 0.56). Sub-group analyses in each study design also revealed a null effect of metformin. Meta-analysis of 3 cohort studies reporting the association between metformin and survival of patients with BTC with a pooled sample of 1,163 patients showed a marginally significant effect of metformin on survival outcome improvement in both fixed effect models (pooled RR: 0.83, 95% CI: 0.68–1.00, p = 0.05), and random-effect model (pooled RR: 0.83, 95% CI: 0.68–1.01, p = 0.07).

Conclusions

Meta-analyses of available observational studies show that metformin was neither significantly associated with decreased risk nor, survival improvement for BTC patients who had DM.

Keywords

Cholangiocarcinoma, Diabetes mellitus, Metformin, Risk factor, Survival

Introduction

Diabetes mellitus (DM) is an established carcinogenesis risk for biliary tract cancers, i.e., cholangiocarcinoma (CCA) and carcinoma of the gallbladder.1,2 The increased risk of CCA, both intrahepatic (iCCA) and extrahepatic (eCCA), and gallbladder malignancy are reported to be associated with DM in several observational studies, as well as in meta-analyses.3,4 The association between DM and increased risk of CCA is speculated to result from the effects of hyperglycemia, insulin, insulin-like growth factor, and their receptors.5–7 Recently, some anti-diabetic medications have been reported to potentially modify CCA risk in patients with DM.8,9 Several observational studies have been carried out to determine the effect of different anti-diabetic drugs on CCA risk modification. While exogenous insulin and sulfonylurea usage are not associated with an increased risk of CCA, incretin-based therapy was shown in one cohort study in the United Kingdom to have a modest association with the increased CCA risk in DM patients.8 In contrast, the effects of incretin-based therapy are still controversial. Another case-control study conducted in Italy reported a null effect of incretin-based therapy on CCA development, neither in the patients using dipeptidyl peptidase-4 inhibitor nor in those using glucagon-like peptide 1 (GLP-1) receptor agonist.10 In addition, preclinical studies of exendin-4, a GLP-1 receptor agonist, indeed inhibited CCA cell growth both in vitro and in vivo.11,12 Contrariwise, DM patients using metformin were found likely to benefit from decreased CCA risk in both case-control and cohort studies.9,13 These conflicting data have led to extensive epidemiological and molecular-level studies of metformin’s effects on CCA development.

Metformin (N, N-Dimethylbiguanide), classified as a biguanide anti-diabetic drug and previously recommended as a first-line drug in type 2 DM treatment by the American Association of Diabetes, is extensively used worldwide.14 Metformin’s primary effect is to activate the AMP-activated protein kinase thus in turn inhibiting the gluconeogenesis of hepatocytes. This effect prevents hyperglycemia in patients with DM and also helps sensitize insulin receptor signaling.15

The association between metformin use and decreased risk of hepatobiliary cancers has been studied in both hepatocellular carcinoma and BTC. One case-control study in the United States found that metformin was associated with a 60% reduced risk of iCCA in DM patients.9 Molecular studies, both in vitro and in vivo, also support findings that metformin exerts a potent effect on the growth and aggressive phenotypes of CCA cells, and might be associated with prolonging survival in DM patients treated with metformin.16,17 The anti-tumor effects of metformin appear broad and effective for both liver fluke- and non-liver fluke-associated CCA. Currently, metformin is registered for a clinical trial study on isocitrate dehydrogenase (IDH)-1 and IDH-2 mutation solid tumors, including iCCA.18 However, over a wider range of BTCs, including eCCA and gallbladder carcinoma, metformin is not consistently effective in the prevention of BTC in DM patients.19–24 In addition, BTC patients taking metformin for their DM treatment showed a discrepant effect among different populations.25–27 Available systematic reviews and meta-analyses also show inconsistent results.28,29 Thus, the benefit of using metformin for BTC prevention and as an add-on treatment, remains debatable and inconclusive.

This meta-analysis aimed to determine the effect of metformin on the prevention of BTC development among DM patients, as well as, the therapeutic benefit for patients who had BTC and were receiving metformin concurrently for DM. This clarification of metformin’s effect will guide further translational and clinical studies as well as a prescribing regimen for anti-diabetic medication in patients with BTC.

Materials and methods

Data source and search strategies

All articles were searched for in PubMed, Web of Science, and Embase from their respective inceptions up to February 28, 2023, using the following search terms; [(metformin) or (antidiabetic)] and [(cholangiocarcinoma) or (bile duct cancer) or (biliary tract cancer) or (biliary carcinoma)] without language restriction. An additional manual search was also performed.

Inclusion and exclusion criteria

The epidemiological observational studies, both cohort and case-control, were included if they met the following criteria; 1) patients with diagnosed CCA or BTC, 2) metformin was prescribed for DM treatment in patients and, 3) relative risk; including Risk Ratio (RR), odds ratio (OR), hazard ratio (HR), were reported for BTC development, or overall survival of patients with BTC. The following studies were excluded; 1) non-clinical studies, in vitro and animal studies, conference abstracts, and reviews, 2) studies involving only gallbladder carcinoma which has a different etiology from other BTC and, 3) RR, OR, or HR and 95% confidence intervals (95% CI) were not reported for CCA, BTC risk development, or overall survival.

Data extraction and quality assessment

Screening and selecting of eligible studies were performed by two independent researchers (SS and CS) using Covidence software (Melbourne, Australia). First author, publication year, region, the subtype of CCA and other BTC, sample size, RR, OR and HR, were obtained. The discrepancies between the process of study selection were solved by consensus discussion with CCA research expert co-authors (SW and WS). The quality of included studies was evaluated using the Newcastle-Ottawa Scale.

Statistical analysis

The meta-analysis of all included studies was performed using RevMan 5.4 (Nordic Cochrane Centre, Copenhagen, Denmark) by using an inverse variance method, and the pooled RRs were then approximated. OR, RR, or HR, and 95% CI were used to compare outcomes between metformin and non-metformin groups. Statistical heterogeneity was assessed by I2. The combined estimates were calculated and pooled under a random-effects model regardless of heterogeneity. Statistical significance was set at p < 0.05.

Results

Literature search and eligible studies

The literature search identified a total of 130 references from PubMed, 3,615 from Web of Science, and 2,097 from Embase. After removing duplications, 1,005 reports were included for screening. After in-depth evaluation 9 studies were eligible for meta-analysis. The PRISMA literature selection process is depicted in Figure 1. Table 1 shows the characteristics of studies included in the meta-analysis.9,13,19,21,22,24–27

Prisma flow of the study.
Fig. 1  Prisma flow of the study.
Table 1

Characteristics of included studies

Study (Ref)RegionStudy designStudy periodNo. of subjects
Chaiteerakij et al, 20139USACase-control2000–20101206
de Jong et al, 201719NetherlandCohort1998–201157,621
Oh and Song, 202024South KoreaCohort2011–201566,627
Tseng, 202013TaiwanCohort1999–2005304,224
Sookaromdee and Wiwanitkit, 202021ThailandCase-controlNR18,547,869
Marcano-Bonilla et al, 202222SwedenCohortNR5,760,482
McNamara et al, 201526CanadaCohort1987–2013913
Yang et al, 201625USACohort2001–2012250
Casadei-Gardini et al, 202127ItalyCohort2005–2020537

Risk of bias for methodology assessment

All included studies were evaluated with Newcastle-Ottawa Scale tool and ranked with more than 6 stars, indicating the low bias risk in each study. The results for the risk of bias for the methodology are shown in Table 2.9,13,19,21,22,24–27

Table 2

New Castle-Ottawa Scale (NOS) for the assessment of the included studies

Risk
Author (year)SelectionComparabilityOutcomeTotal
Case-control study
  1Chaiteerakij (2013)9********8
  2Sookaromdee and Wiwanitkit (2020)21*******7
Cohort study
  1de Jong (2017)19*********9
  2Oh and Song (2020)24********8
  3Tseng (2020)13*********9
  4Marcano-Bonilla (2022)22*********9

Effects of metformin on the prevention of BTC

Among 9 included studies, 6 studies (2 case-control and 4 cohort studies) reported the effect of metformin on the development of BTC in DM patients. All case-control and cohort studies were included in a final meta-analysis with a pooled sample of 24,743,526 subjects. One study by de Jong et al included 2 different sub-cohorts according to designs for their analyses and thus both were included.19 Significant heterogeneity among all studies was observed with an I2 of 98%, p < 0.001, thus the random-effect model for meta-analysis was subsequently used. The results showed that metformin did not possess any preventive effect on BTC development, with pooled RR of 0.82 (95% CI: 0.42–1.59, p = 0.56). A forest plot of this meta-analysis is shown in Figure 2a.

Effects of metformin on the risk of BTC.
Fig. 2  Effects of metformin on the risk of BTC.

(a) Metformin exhibits a null effect on the modification of BTC risk in a pooled meta-analysis of all studies. Sub-group analyses of cohort studies (b) and case-control studies (c) consistently demonstrate that metformin is not associated with reduced BTC development. BTC, biliary tract cancer.

As a highly significant heterogeneity was observed among all studies, a sub-group analysis based on the research designs of the original studies was also conducted. Meta-analysis of 4 cohort studies was done with a pooled population of 6,188,954 subjects. A heterogeneity among the studies remained with an I2 of 91%, p < 0.001, with the random effect model being used for meta-analysis. Metformin showed a null effect on risk modification of BTC with a pooled RR of 0.81 (95% CI: 0.48–1.37, p = 0.44) (Fig. 2b). Sub-group analysis of 2 case-control studies also showed a great heterogeneity with an I2 of 98%, p < 0.001. Random effect model meta-analysis was used to analyze the effects of metformin on the risk of BTC in a pooled population of 18,554,572 subjects. No effect of metformin on the risk of BTC was observed (RR: 0.69, 95% CI: 0.06–7.47, p = 0.76) (Fig. 2c).

Effects of metformin on survival outcome of patients with DM

The effect of metformin on the survival of patients with BTC was further analyzed in another 3 studies with a pooled population of 1,700 individuals. A minimal and non-significant heterogeneity among the studies was observed with an I2 of 7%, p = 0.34. By the random effect meta-analysis, metformin showed a marginal benefit for patients with BTC, who were prescribed this medication for their concurrent DM, with a pooled RR of 0.83 (95% CI: 0.68–1.01, p = 0.07) (Fig. 3a). The marginal beneficial effect of metformin on BTC patients’ survival was also consistent in the fixed effect model meta-analysis with a pooled RR of 0.83 (95% CI: 0.68–1.00, p = 0.05) (Fig. 3b).

Effects of metformin on overall survival of BTC.
Fig. 3  Effects of metformin on overall survival of BTC.

Random-effect (a) and fixed-effect (b) meta-analyses of the effects of metformin on the improvement of overall survival in BTC patients show a trend of favoring metformin treatment with a marginal statistical significance. BTC, biliary tract cancer.

Discussion

The association of DM and increased BTC risk, especially CCA, has been consistently reported in several studies over the past decade.3,4,9 However, the effect of anti-diabetic medication on the modification of CCA risk is still controversial among different DM drug treatment groups.2 The authors of the current study have reviewed research that showed metformin has a promising role in CCA prevention in DM patients as well as a potential role for add-on treatment in patients with CCA.2 A breakthrough case-control study in the United States by Chaiteerakij et al reported an association between taking metformin and a 60% reduced CCA risk in patients with DM.9 In addition, the results of many preclinical studies on the molecular mechanisms underlying the inhibitory effects of metformin on CCA cells also support the epidemiological observations.16,17,30–32 However, observational studies in other regions are inconsistent with Chaiteerakij et al’s findings.19,20 Since metformin seemed highly promising for repurposing as a CCA chemoprevention agent, as well as, an add-on medication for CCA treatment, this systematic review and meta-analysis also investigated metformin’s effectiveness globally.

Our literature search across 3 databases, identified 6 observational studies (2 case-controls and 4 cohorts) that reported the relative risk of BTC and/or CCA development. Two case-control studies reported the ORs and showed the opposite outcomes of metformin on CCA risk to each other.9,21 Notably, these 2 studies were conducted in different regions where the known risk factors are different.33,34 The other studies were cohort studies that reported the HR for the development of a group of BTC, including all subtypes of CCA (iCCA and eCCA) as well as gallbladder carcinoma, based on International Classification of Disease (ICD) coding systems used in the primary databases.13,19,20 All 6 reports (case-control and cohort studies), with one study possessing 2 sub-cohorts, were included in the final meta-analysis.19 This meta-analysis showed that metformin was not associated with a modified risk for BTC development. Sub-group analyses classified by the research designs of the original studies (case-control vs. cohort studies) also consistently showed that metformin was not associated with a modification of BTC risk among the included population. Significant heterogeneity was observed among all studies. This could be due to the biological heterogeneity of cancer subtypes all grouped as biliary tract cancers in the original studies, e.g., gallbladder carcinoma has a different etiology to CCA and is more aggressive.35,36 Even in the CCA group, the iCCA and eCCA could also originate from different cell types and be associated with different risk factors.37 These factors are potential confounders in our analysis and need to be considered in interpreting the results. As the original studies did not report relative risk for each BTC subtype, sensitivity analysis, could not be carried out in the present meta-analysis.

The add-on therapeutic effects of metformin in BTC patients receiving standard treatment were also meta-analyzed. From 3 included studies with minimal and non-statistically significant heterogeneity, metformin showed null effects on overall survival in 2 cohorts, and another cohort showed a benefit on overall survival in BTC patients who were prescribed metformin.25–27 The meta-analysis thus showed a marginal benefit of metformin on the overall survival of BTC patients. Although metformin is very promising for BTC treatment in preclinical studies, the lack of efficacy and discrepancies in metformin’s effects on BTC between preclinical and human studies may result from several factors as discussed in a recent review by the current authors.38 First, the in vitro studies used a relatively high dose of metformin at a millimolar scale which could increase the risk of adverse effects in humans at the same concentration. Thus in vitro dosage may not be directly translatable. Second, metformin seems beneficial for cancers that originated from the tissues with high expression of its transporters and in tissues with high accumulation capacity, e.g., the liver and small intestine. Conversely, BTC and CCA are desmoplastic by nature, thus this factor could be a barrier to metformin’s activity. Third, all patients in the included studies were at the late stage of BTC and metformin dosages in clinical practice also vary across the patients depending on their glycemic status, renal function, and other indications or contraindications. These could be confounding factors that make metformin less beneficial in a setting of observational clinical studies. Last, observational studies are limited by the nature of the study designs. To affirm whether metformin is beneficial for BTC treatment, randomized controlled trials need to be carried out. At the time of our search, one phase Ib clinical trial of metformin and chloroquine in 12 patients with isocitrate dehydrogenase-1 mutated iCCA was located.39 It reported a poor clinical response of the tumor to both drugs, though they were well tolerated by the patients.39 Due to great heterogeneity among BTC subtypes, more experimental research is needed for more definitive conclusions.

Even though this meta-analysis did not support a beneficial effect of metformin on CCA prevention, the estimated RR of 0.82 favored an 18% lower risk of patients with DM who used this drug over the other medications. Moreover, metformin also shows a high potential for improving survival outcomes in BTC patients by favoring a reduced risk of mortality with an RR of 0.83 and with a marginal statistical significance (p = 0.05) in a fixed model meta-analysis. Metformin has been consistently reported in a series of population-based cohort studies to be associated with a significantly lower risk of CCA and cancers that are highly malignant and located in organs associated with the biliary tract system, including hepatocellular carcinoma, pancreatic cancer, and gastric cancer.13,40–42 Due to lowering the risk for such cancers, unless contraindicated metformin should remain in a major position in the treatment of type 2 DM in clinical practice both in the general population and patients who have BTC.

This systematic review and meta-analysis are the updated report on the effects of metformin on BTC, both on a carcinogenesis risk and a benefit on survival outcome. However, several limitations need consideration. First, the number of studies was limited at the time this meta-analysis was done. Second, sensitivity analysis for subtypes of BTC with heterogenous biological backgrounds could not be done due to the limitation in the data. Finally, CCA and BTC are associated with different risk factors in different regions. Therefore, when the numbers of primary studies are sufficient, further meta-analyses with sensitivity analysis of BTC subgroups classified by various factors are needed.

Conclusion

This meta-analysis of observational studies suggests that metformin does not provide any chemopreventive effects against BTC development in patients who have DM as an underlying disease. Neither does metformin for DM treatment appear to confer any benefit for the survival of BTC patients with DM. To affirm the results of the present study, a meta-analysis of a greater number of studies as well as randomized control trials are needed.

Abbreviations

BTC: 

biliary tract cancer

CCA: 

cholangiocarcinoma

CI: 

confidence interval

DM: 

diabetes mellitus

eCCA: 

extrahepatic cholangiocarcinoma

GLP-1: 

glucagon-like peptide 1

HR: 

hazard ratio

iCCA: 

intrahepatic cholangiocarcinoma

IDH: 

isocitrate dehydrogenase

OR: 

odds ratio

RR: 

relative risk

Declarations

Acknowledgement

We would like to thank Professor John F Smith for editing the English presentation of this manuscript via KKU publication Clinic, Khon Kaen University, Thailand.

Data sharing statement

The data that support the findings of this study are available from the corresponding author upon reasonable request.

Funding

This work was supported by the research grant for a young talented researcher, National Research Council of Thailand (Grant No. N41A640108) and the Fundamental Fund 65, Thailand Science Research and Innovation. SS and CS are awardees of the Prince Mahidol Award Youth Program of the Year 2018 from the Prince Mahidol Award Foundation under the royal patronage of His Majesty the King of Thailand (SS: PMAYP-10615, and CS: PMAYP-10612).

Conflict of interest

The authors have no conflicts of interest related to this publication.

Authors’ contributions

Conceptualization (SS, WS, SW, CS), methodology (SS, LW, SN, CS), formal analysis (LW, SN, CS), supervision (WS, SW), writing first draft (SS, CS), All authors have made a significant contribution to this study and have approved the final manuscript.

References

  1. Saengboonmee C, Seubwai W, Wongkham C, Wongkham S. Diabetes mellitus: Possible risk and promoting factors of cholangiocarcinoma: Association of diabetes mellitus and cholangiocarcinoma. Cancer Epidemiol 2015;39(3):274-278 View Article PubMed/NCBI
  2. Saengboonmee C, Seubwai W, Lert-Itthiporn W, Sanlung T, Wongkham S. Association of diabetes mellitus and cholangiocarcinoma: Update of evidence and the effects of antidiabetic medication. Can J Diabetes 2021;45(3):282-290 View Article PubMed/NCBI
  3. Clements O, Eliahoo J, Kim JU, Taylor-Robinson SD, Khan SA. Risk factors for intrahepatic and extrahepatic cholangiocarcinoma: A systematic review and meta-analysis. J Hepatol 2020;72(1):95-103 View Article PubMed/NCBI
  4. Palmer WC, Patel T. Are common factors involved in the pathogenesis of primary liver cancers? A meta-analysis of risk factors for intrahepatic cholangiocarcinoma. J Hepatol 2012;57(1):69-76 View Article PubMed/NCBI
  5. Saengboonmee C, Seubwai W, Pairojkul C, Wongkham S. High glucose enhances progression of cholangiocarcinoma cells via STAT3 activation. Sci Rep 2016;6:18995 View Article PubMed/NCBI
  6. Alvaro D, Barbaro B, Franchitto A, Onori P, Glaser SS, Alpini G, et al. Estrogens and insulin-like growth factor 1 modulate neoplastic cell growth in human cholangiocarcinoma. Am J Pathol 2006;169(3):877-888 View Article PubMed/NCBI
  7. Vaquero J, Lobe C, Tahraoui S, Clapéron A, Mergey M, Merabtene F, et al. The IGF2/IR/IGF1R pathway in tumor cells and myofibroblasts mediates resistance to EGFR inhibition in cholangiocarcinoma. Clin Cancer Res 2018;24(17):4282-4296 View Article PubMed/NCBI
  8. Abrahami D, Douros A, Yin H, Yu OH, Faillie JL, Montastruc F, et al. Incretin based drugs and risk of cholangiocarcinoma among patients with type 2 diabetes: population based cohort study. BMJ 2018;363:k4880 View Article PubMed/NCBI
  9. Chaiteerakij R, Yang JD, Harmsen WS, Slettedahl SW, Mettler TA, Fredericksen ZS, et al. Risk factors for intrahepatic cholangiocarcinoma: Association between metformin use and reduced cancer risk. Hepatology 2013;57(2):648-655 View Article PubMed/NCBI
  10. Giorda CB, Picariello R, Tartaglino B, Nada E, Costa G, Gnavi R. Incretin-based therapy and risk of cholangiocarcinoma: a nested case-control study in a population of subjects with type 2 diabetes. Acta Diabetol 2020;57(4):401-408 View Article PubMed/NCBI
  11. Tseng CH, Lee KY, Tseng FH. An updated review on cancer risk associated with incretin mimetics and enhancers. J Environ Sci Health C Environ Carcinog Ecotoxicol Rev 2015;33(1):67-124 View Article PubMed/NCBI
  12. Chen BD, Zhao WC, Jia QA, Zhou WY, Bu Y, Wang ZZ, et al. Effect of the GLP-1 analog exendin-4 and oxaliplatin on intrahepatic cholangiocarcinoma cell line and mouse model. Int J Mol Sci 2013;14(12):24293-24304 View Article PubMed/NCBI
  13. Tseng CH. Metformin and biliary tract cancer in patients with type 2 diabetes. Front Oncol 2020;10:587666 View Article PubMed/NCBI
  14. American Diabetes Association. Pharmacologic Approaches to Glycemic Treatment: Standards of Medical Care in Diabetes-2020. Diabetes Care 2020;43(Suppl 1):S98-S110 View Article PubMed/NCBI
  15. Pernicova I, Korbonits M. Metformin—mode of action and clinical implications for diabetes and cancer. Nat Rev Endocrinol 2014;10(3):143-156 View Article PubMed/NCBI
  16. Saengboonmee C, Seubwai W, Cha’on U, Sawanyawisuth K, Wongkham S, Wongkham C. Metformin exerts antiproliferative and anti-metastatic effects against cholangiocarcinoma cells by targeting STAT3 and NF-ĸB. Anticancer Res 2017;37(1):115-123 View Article PubMed/NCBI
  17. Jiang X, Ma N, Wang D, Li F, He R, Li D, et al. Metformin inhibits tumor growth by regulating multiple miRNAs in human cholangiocarcinoma. Oncotarget 2015;6(5):3178-3194 View Article PubMed/NCBI
  18. Molenaar RJ, Coelen RJS, Khurshed M, Roos E, Caan MWA, van Linde ME, et al. Study protocol of a phase IB/II clinical trial of metformin and chloroquine in patients with IDH1-mutated or IDH2-mutated solid tumours. BMJ Open 2017;7(6):e014961 View Article PubMed/NCBI
  19. de Jong RG, Burden AM, de Kort S, van Herk-Sukel MP, Vissers PA, Janssen PK, et al. No decreased risk of gastrointestinal cancers in users of metformin in the netherlands; a time-varying analysis of metformin exposure. Cancer Prev Res (Phila) 2017;10(5):290-297 View Article PubMed/NCBI
  20. Uboha NV, Eickhoff JC, Chandrasekharan C, Jalal SI, Benson AB, Deming DA, et al. Phase II study of the combination of abemaciclib and pembrolizumab in locally advanced unresectable or metastatic gastroesophageal adenocarcinoma: Big ten cancer research consortium BTCRC-GI18-149. J Clinic Oncol 2020;38(suppl 4):TPS461-TPS461 View Article PubMed/NCBI
  21. Sookaromdee P, Wiwanitkit V. Decreased risk of cholangiocarcinoma in diabetic patients treated with metformin. J Cancer Res Ther 2020;16(Supplement):S82-S83 View Article PubMed/NCBI
  22. Marcano-Bonilla L, Schleck CD, Harmsen WS, Sadr-Azodi O, Borad MJ, Patel T, et al. Aspirin, statins, non-aspirin NSAIDs, metformin, and the risk of biliary cancer: A Swedish population-based cohort study. Cancer Epidemiol Biomarkers Prev 2022;31(4):804-810 View Article PubMed/NCBI
  23. Wu J, Zhou Y, Wang G. Metformin use and survival in patients with advanced extrahepatic cholangiocarcinoma: A single-center cohort study in Fuyang, China. Gastroenterol Res Pract 2021;2021:9468227 View Article PubMed/NCBI
  24. Oh TK, Song IA. Metformin use and the risk of cancer in patients with diabetes: A nationwide sample cohort study. Cancer Prev Res (Phila) 2020;13(2):195-202 View Article PubMed/NCBI
  25. Yang Z, Zhang X, Roberts RO, Roberts LR, Chaiteerakij R. Metformin does not improve survival of cholangiocarcinoma patients with diabetes. Hepatology 2016;63(2):667-668 View Article PubMed/NCBI
  26. McNamara MG, Aneja P, Le LW, Horgan AM, McKeever E, Knox JJ. Effects of statin, aspirin or metformin use on recurrence-free and overall survival in patients with biliary tract cancer. Hepatogastroenterology 2015;62(139):564-569 View Article PubMed/NCBI
  27. Casadei-Gardini A, Filippi R, Rimini M, Rapposelli IG, Fornaro L, Silvestris N, et al. Effects of metformin and vitamin d on clinical outcome in cholangiocarcinoma patients. Oncology 2021;99(5):292-299 View Article PubMed/NCBI
  28. Laffusa A, Ciaccio A, Elvevi A, Gallo C, Ratti L, Invernizzi P, et al. Impact of metformin on the incidence of human cholangiocarcinoma in diabetic patients: a systematic review and meta-analysis. Eur J Gastroenterol Hepatol 2023;35(3):241-247 View Article PubMed/NCBI
  29. Chen J, Jin H, Zhou H, Liu K. Effects of metformin on risk and prognosis of biliary tract cancer: A systematic review and meta-analysis. Medicina (Kaunas) 2023;59(2):298 View Article PubMed/NCBI
  30. Di Matteo S, Nevi L, Overi D, Landolina N, Faccioli J, Giulitti F, et al. Metformin exerts anti-cancerogenic effects and reverses epithelial-to-mesenchymal transition trait in primary human intrahepatic cholangiocarcinoma cells. Sci Rep 2021;11(1):2557 View Article PubMed/NCBI
  31. Wandee J, Prawan A, Senggunprai L, Kongpetch S, Kukongviriyapan V. Metformin sensitizes cholangiocarcinoma cell to cisplatin-induced cytotoxicity through oxidative stress mediated mitochondrial pathway. Life Sci 2019;217:155-163 View Article PubMed/NCBI
  32. Zhu HQ, Ma JB, Song X, Gao HJ, Ma CQ, Chang H, et al. Metformin potentiates the anticancer activities of gemcitabine and cisplatin against cholangiocarcinoma cells in vitro and in vivo. Oncol Rep 2016;36(6):3488-3496 View Article PubMed/NCBI
  33. Osataphan S, Mahankasuwan T, Saengboonmee C. Obesity and cholangiocarcinoma: A review of epidemiological and molecular associations. J Hepatobiliary Pancreat Sci 2021;28(12):1047-1059 View Article PubMed/NCBI
  34. Kamsa-ard S, Kamsa-ard S, Luvira V, Suwanrungruang K, Vatanasapt P, Wiangnon S. Risk Factors for cholangiocarcinoma in Thailand: A systematic review and meta-analysis. Asian Pac J Cancer Prev 2018;19(3):605-614 View Article PubMed/NCBI
  35. Ahn DH, Bekaii-Saab T. Biliary cancer: intrahepatic cholangiocarcinoma vs. extrahepatic cholangiocarcinoma vs. gallbladder cancers: classification and therapeutic implications. Journal of Gastrointestinal Oncology 2016;8(2):293-301 View Article PubMed/NCBI
  36. Rustagi T, Dasanu CA. Risk factors for gallbladder cancer and cholangiocarcinoma: Similarities, differences and updates. J Gastrointest Oncol 2012;43(2):137-147 View Article PubMed/NCBI
  37. Banales JM, Marin JJG, Lamarca A, Rodrigues PM, Khan SA, Roberts LR, et al. Cholangiocarcinoma 2020: the next horizon in mechanisms and management. Nat Rev Gastroenterol Hepatol 2020;17(9):557-588 View Article PubMed/NCBI
  38. Saengboonmee C, Sanlung T, Wongkham S. Repurposing metformin for cancer treatment: A great challenge of a promising drug. Anticancer Res 2021;41(12):5913-5918 View Article PubMed/NCBI
  39. Khurshed M, Molenaar RJ, van Linde ME, Mathôt RA, Struys EA, van Wezel T, et al. A phase Ib clinical trial of metformin and chloroquine in patients with IDH1-mutated solid tumors. Cancers (Basel) 2021;13(10):2474 View Article PubMed/NCBI
  40. Tseng CH. Metformin and risk of hepatocellular carcinoma in patients with type 2 diabetes. Liver Int 2018;38(11):2018-2027 View Article PubMed/NCBI
  41. Tseng CH. Metformin and pancreatic cancer risk in patients with type 2 diabetes. Pancreas 2018;47(9):e57-e59 View Article PubMed/NCBI
  42. Tseng CH. Metformin reduces gastric cancer risk in patients with type 2 diabetes mellitus. Aging (Albany NY) 2016;8(8):1636-1649 View Article PubMed/NCBI