Skip to main content

All-cause mortality after major gastrointestinal bleeding among patients receiving direct oral anticoagulants: a protocol for a systematic review and meta-analysis

Abstract

Background

Gastrointestinal (GI) bleeding represents the single most frequent site of anticoagulant-related bleeding. Adverse outcomes after major GI bleeding including mortality are not well characterized and, as a result, may be underappreciated in clinical practice. We aim to conduct a systematic review and meta-analysis of the risk for 30-day all-cause mortality after major GI bleeding among patients receiving DOACs.

Methods

Electronic databases including MEDLINE, EMBASE, and Cochrane CENTRAL will be systematically searched to identify randomized controlled trials and prospective and retrospective cohort studies reporting 30-day all-cause mortality in adults with DOAC-related major GI bleeding. At least two investigators will independently perform study selection, risk of bias assessment, and data extraction. The proportion of deaths following a major GI event relative to the number of major GI bleeding events will be calculated for each individual study, and results across studies will be pooled using random-effects meta-analysis. We will assess risk of bias using criteria proposed by the GRADE group for prognostic studies.

Discussion

The findings of this systematic review and meta-analysis will provide clinicians and patients with estimates of mortality after the most common major bleeding event to support shared decision making about anticoagulation management.

Trial registration

PROSPERO CRD42022295815.

Peer Review reports

Background

Like all anticoagulants, the use of direct oral anticoagulants (DOACs; apixaban, rivaroxaban, edoxaban, dabigatran) for prevention and treatment of thromboembolism is limited by bleeding. About 2 to 4% of anticoagulated patients experience major bleeding each year and another 10 to 12% experience clinically relevant non-major bleeding [1,2,3,4,5,6,7,8]. Unlike intracranial bleeding which is a rare severe event associated with substantial mortality and long-term morbidity, gastrointestinal (GI) bleeding is the most frequent single site of anticoagulant-related bleeding representing up to 40% of bleeds [9,10,11].

As a class, DOACs increase rates of GI bleeds, the adverse outcomes of which, including mortality, have been less well characterized compared to intracranial bleeds [12, 13]. This is due, at least in part, by a lack of standardized and validated definitions for fatal GI bleeding which may not reflect the potential severity of events. Overall mortality incorporates bleeding and non-bleeding causes of death and appears to be as high as 10% after major GI bleeds [14,15,16,17]. In a sub-study of the ARISTOTLE (Apixaban for Reduction in Stroke and Other Thromboembolic Events in Atrial Fibrillation) trial, all-cause mortality was 9.2% within 30 days of major extracranial bleeding, the majority of which was GI bleeding [14]. Further, patients with major extracranial bleeding had a 12-fold increased risk of all-cause death in comparison with those without such bleeding [14]. Similar rates of 30-day all-cause mortality (10%) were reported among DOAC-treated patients with acute major GI bleeding treated with specific DOAC reversal agents [15,16,17].

By summarizing the available evidence regarding mortality after DOAC-related GI bleeding, this systematic review and meta-analysis will provide key prognostic information for shared decision-making between patients and their providers, and provide researchers with prognostic estimates to support prospective prevention and treatment studies.

Objective

The primary objective is to determine the risk of all-cause mortality within 30 days of major DOAC-related GI bleeding.

Methods

This protocol has been developed following the Preferred Reporting Items for Systematic Review and Meta-Analysis Protocols (PRISMA-P) statement [18] and prospectively registered with PROSPERO (CRD42022295815). Important amendments made to the protocol will be documented and published alongside the results of the final systematic review. Reporting of the final systematic review will follow the PRISMA statement [19].

Search strategy and study selection

The search strategy was developed and peer-reviewed by at the University of Ottawa [20] and includes MEDLINE (Ovid), Embase (Ovid), Cochrane Central Register of Controlled Trials (Ovid), CINAHL (EBSCO), and Web of Science (Core Collection) (see Appendix 1 for full search details) with no limits to language or publication date. The main search concepts included terms related to atrial fibrillation or venous thromboembolism, GI hemorrhage, and DOACs. Search results will be exported to Covidence (Melbourne, Australia) and duplicates will be removed. Title and abstract screening and full-text review of potentially eligible studies will be conducted independently by two reviewers. Disagreements will be resolved by discussion, or involvement of a third reviewer if consensus cannot be reached among the two reviewers.

Study inclusion criteria

Studies will be eligible for inclusion if they meet the following criteria.

Population

Adults (18 years or older) treated with an oral anticoagulant for atrial fibrillation or venous thromboembolism who experienced a major GI bleeding event. Venous thromboembolism will be defined as lower limb deep vein thrombosis (DVT), pulmonary embolism (PE), or both. Studies which included individuals treated for non-limb venous thrombosis (e.g., cerebral vein, splanchnic vein) in addition to DVT and/or PE will be eligible. Studies which included only patients with non-limb venous thrombosis will not be eligible. For the purpose of this review, major bleeding will be defined as per individual studies. Hospitalization for GI bleeding will also be considered major GI bleeding.

Intervention and comparator

The review will include studies wherein participants received anticoagulation with an approved DOAC (i.e., rivaroxaban, apixaban, dabigatran, and edoxaban). Studies will be excluded if they exclusively evaluate anticoagulants other than DOACs. Studies including participants treated with antiplatelet agents in addition to anticoagulants (double or triple therapy) will be eligible for inclusion. Since the aim of the review is to determine the prognosis (mortality) of patients with a major GI bleeding event on DOACs, a comparator is not applicable.

Outcome

Studies that report all-cause mortality after a major GI bleed will be eligible.

Study design

Randomized controlled trial (RCT), and observational (prospective and retrospective) studies will be eligible. Case reports, cross-sectional studies, and case series will be excluded.

Primary outcome

The primary outcome is 30-day all-cause mortality after major GI bleeding; measured by the number of deaths within 30 days following a major GI bleeding event relative to the number of major GI bleeding events.

Secondary outcomes

Secondary outcomes include the number of deaths (a) during the entire follow-up and (b) within 90 days following a major GI bleeding event, and number of fatal GI bleeding events (as defined in individual studies) relative to the number of major GI bleeding events.

Data extraction

Data will be extracted independently in duplicate using a standardized data extraction form, with discrepancies resolved by the same approach as for disagreements in the study selection process. Data extracted will include the information in Appendix 1. For studies which report bleeding outcomes within a combined cohort of DOAC and VKA-treated patients, we will use only DOAC treated patients.

Handling of duplicate and missing data

For studies which reported findings from the same study participants in more than one publication, data will be extracted from the most complete data set, including information from other publications where needed. If studies include both VKA- and DOAC-treated patients and DOAC-specific data cannot be extracted, study authors will be contacted. Studies for which DOAC-specific data cannot be provided will be ineligible. We will not contact study authors for other missing or incompletely reported data.

Risk of bias assessment

Risk of bias assessment will be conducted by two reviewers independently. As our analysis is concerned with prognosis (all-cause mortality after major GI bleeding) the risk of bias of included studies will be assessed using modified criteria proposed by Grades of Recommendation, Assessment, Development, and Evaluation (GRADE) for assessing the risk of bias in prognostic studies (Tables 1 and 2) [21]. Individual arms of RCTs will be treated as prospective cohorts for the analysis. Studies with one or more domains marked as “definitely no” or two or more domains marked as “definitely no” or “probably no” will be judged as being at high risk of bias. In order to be considered at low risk of bias all domains would need to be judged as “probably yes” or “definitely yes”. Otherwise, the study will be considered as having an unclear risk of bias. Disagreements will be resolved by discussion and an attempt at consensus. Involvement of a third reviewer will be used if consensus cannot be reached among the original two reviewers.

Table 1 Summary of the bias domains and prompting items for risk of bias assessment
Table 2 Definitions of levels of evidence for typical risk of broadly defined population used for risk of bias assessment [21, 22]

Data synthesis

Using the aggregated number of outcomes for each included study, summary estimates for proportions (i.e., all-cause mortality per major bleeds and fatal GI bleeding events per major GI bleeds) will be calculated using the random effects inverse variance method. A continuity correction of 0.5 will be used in studies with zero cell frequencies. A double arcsine transformation will be conducted prior to pooling proportions to stabilize estimates as there may be a range of proportions. As we expect the event rate to be over 1% (rates of 10% have been reported in some studies [14]) we believe this method to be statistically appropriate. The Wilson score method will be used to estimate 95% confidence intervals. Statistical heterogeneity will be evaluated using the I2 statistic and by providing 95% prediction intervals. We will assess the degree of heterogeneity to determine the degree to which pooling appears appropriate, for subgroups where I2 > 75% representing considerable heterogeneity we will not report pooled estimates. The potential for non-reporting bias and small study effect will be assessed for the primary study outcome by funnel plots representing the proportion of patients that died following a major GI bleed on a logit scale versus the inverse of sample size for each study [23], when 10 or more studies will be included in the meta-analysis. When asymmetry will be suggested by visual inspection, we will investigate asymmetry by Peter’s test using a weighted regression model with the logit of event rate as outcome variable, the inverse of sample size as predictor variable and the number of events and non-events to compute weights [24]. Analysis will be performed in R using the meta package for meta-analysis [25].

Analysis of subgroups or subsets

Exploratory subgroup analyses will be conducted if feasible based on the following criteria: study design (prospective vs. retrospective), type of DOAC (apixaban, rivaroxaban, edoxaban, dabigatran), mechanism of DOAC (factor Xa inhibitors vs thrombin inhibitors), sex (male vs female), indication for anticoagulation (atrial fibrillation vs venous thromboembolism), concomitant antiplatelet use, and funding (i.e., industry vs non-industry vs none/not reported). We will also perform a sensitivity analysis based on the risk of bias for included studies as well as the information reported on GI vs extracranial bleeding.

Discussion

This meta-analysis will synthesize evidence from studies on the risk of all-cause mortality after GI bleeding in patients on DOACs. The quality of evidence will be evaluated using a risk of bias tool adapted for this purpose. We do acknowledge that there may be substantial heterogeneity within the available data, and this may limit the number of studies that can be included in an ultimate meta-analysis.

Clinical discussions around the risks and benefits of anticoagulation focus on both prevention of vascular and bleeding risks. Bleeding related risk remains understudied, and a true understanding of mortality associated with GI bleeding would be of utility in clinical decision making [26]. In addition to discussions of anticoagulation initiation, restarting anticoagulation after a GI bleed is an area of ongoing study with substantial practice variation [27]. We anticipate the resulting evidence will provide specific data regarding the consequences of the most common complication of DOAC treatment to inform shared decision-making in routine clinical practice and future research questions.

Availability of data and materials

Not applicable.

References

  1. Aryal MR, Gosain R, Donato A, Yu H, Katel A, Bhandari Y, et al. Systematic review and meta-analysis of the efficacy and safety of apixaban compared to rivaroxaban in acute VTE in the real world. Blood Adv. 2019;3(15):2381–7.

    Article  CAS  Google Scholar 

  2. Sindet-Pedersen C, Staerk L, Pallisgaard JL, Gerds TA, Berger JS, Torp-Pedersen C, et al. Safety and effectiveness of rivaroxaban and apixaban in patients with venous thromboembolism: a nationwide study. Eur Heart J Cardiovasc Pharmacother. 2018;4(4):220–7.

    Article  Google Scholar 

  3. Catella J, Bertoletti L, Moustafa F, Nieto JA, Valle R, Pedrajas JM, et al. Major gastrointestinal bleeding in patients receiving anticoagulant therapy for venous thromboembolism. Thromb Res. 2022;214:29–36.

    Article  CAS  Google Scholar 

  4. Dawwas GK, Leonard CE, Lewis JD, Cuker A. Risk for recurrent venous thromboembolism and bleeding with apixaban compared with rivaroxaban: an analysis of real-world data. Ann Intern Med. 2022;175(1):20–8.

    Article  Google Scholar 

  5. Schulman S, Kakkar AK, Goldhaber SZ, Schellong S, Eriksson H, Mismetti P, et al. Treatment of acute venous thromboembolism with dabigatran or warfarin and pooled analysis. Circulation. 2014;129(7):764–72.

    Article  CAS  Google Scholar 

  6. Prins MH, Lensing AW, Bauersachs R, van Bellen B, Bounameaux H, Brighton TA, et al. Oral rivaroxaban versus standard therapy for the treatment of symptomatic venous thromboembolism: a pooled analysis of the EINSTEIN-DVT and PE randomized studies. Thromb J. 2013;11(1):21. https://doi.org/10.1186/1477-9560-11-21.

  7. Agnelli G, Becattini C, Meyer G, Munoz A, Huisman MV, Connors JM, et al. Apixaban for the treatment of venous thromboembolism associated with cancer. N Engl J Med. 2020;382(17):1599–607.

    Article  CAS  Google Scholar 

  8. Agnelli G, Buller HR, Cohen A, Curto M, Gallus AS, Johnson M, et al. Oral apixaban for the treatment of acute venous thromboembolism. N Engl J Med. 2013;369(9):799–808.

    Article  CAS  Google Scholar 

  9. Candeloro M, van Es N, Cantor N, Schulman S, Carrier M, Ageno W, et al. Recurrent bleeding and thrombotic events after resumption of oral anticoagulants following gastrointestinal bleeding: Communication from the ISTH SSC Subcommittee on Control of Anticoagulation. J Thromb Haemost. 2021;19(10):2618–28.

    Article  CAS  Google Scholar 

  10. Deitelzweig S, Keshishian A, Kang A, Dhamane AD, Luo X, Balachander N, et al. Burden of major gastrointestinal bleeding among oral anticoagulant-treated non-valvular atrial fibrillation patients. Therap Adv Gastroenterol. 2021;14:1756284821997352.

    Article  CAS  Google Scholar 

  11. Thomopoulos KC, Mimidis KP, Theocharis GJ, Gatopoulou AG, Kartalis GN, Nikolopoulou VN. Acute upper gastrointestinal bleeding in patients on long-term oral anticoagulation therapy: endoscopic findings, clinical management and outcome. World J Gastroenterol. 2005;11(9):1365–8.

  12. Lopez-Lopez JA, Sterne JAC, Thom HHZ, Higgins JPT, Hingorani AD, Okoli GN, et al. Oral anticoagulants for prevention of stroke in atrial fibrillation: systematic review, network meta-analysis, and cost effectiveness analysis. BMJ. 2017;359:j5058.

    Article  Google Scholar 

  13. Hellenbart EL, Faulkenberg KD, Finks SW. Evaluation of bleeding in patients receiving direct oral anticoagulants. Vasc Health Risk Manag. 2017;13:325–42.

    Article  CAS  Google Scholar 

  14. Held C, Hylek EM, Alexander JH, Hanna M, Lopes RD, Wojdyla DM, et al. Clinical outcomes and management associated with major bleeding in patients with atrial fibrillation treated with apixaban or warfarin: insights from the ARISTOTLE trial. Eur Heart J. 2015;36(20):1264–72.

    Article  CAS  Google Scholar 

  15. Connolly SJ, Crowther M, Eikelboom JW, Gibson CM, Curnutte JT, Lawrence JH, et al. Full study report of Andexanet Alfa for bleeding associated with factor Xa inhibitors. N Engl J Med. 2019;380(14):1326–35.

    Article  CAS  Google Scholar 

  16. Van der Wall SJ, Lopes RD, Aisenberg J, Reilly P, van Ryn J, Glund S, et al. Idarucizumab for dabigatran reversal in the management of patients with gastrointestinal bleeding. Circulation. 2019;139(6):748–56.

    Article  Google Scholar 

  17. Pollack CV Jr, Reilly PA, van Ryn J, Eikelboom JW, Glund S, Bernstein RA, et al. Idarucizumab for dabigatran reversal - full cohort analysis. N Engl J Med. 2017;377(5):431–41.

    Article  CAS  Google Scholar 

  18. Shamseer L, Moher D, Clarke M, Ghersi D, Liberati A, Petticrew M, et al. Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015: elaboration and explanation. BMJ. 2015;350:g7647.

    Article  Google Scholar 

  19. Page MJ, McKenzie JE, Bossuyt PM, Boutron I, Hoffmann TC, Mulrow CD, et al. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. BMJ. 2021;372:n71.

    Article  Google Scholar 

  20. McGowan J, Sampson M, Salzwedel DM, Cogo E, Foerster V, Lefebvre C. PRESS peer review of electronic search strategies: 2015 guideline statement. J Clin Epidemiol. 2016;75:40–6.

    Article  Google Scholar 

  21. Iorio A, Spencer FA, Falavigna M, Alba C, Lang E, Burnand B, et al. Use of GRADE for assessment of evidence about prognosis: rating confidence in estimates of event rates in broad categories of patients. BMJ. 2015;350:h870.

    Article  Google Scholar 

  22. Hayden J, van Der Windt A, Cartwright J, Cote P, Bombardier C. Assessing bias in studies of prognostic factors. Ann Intern Med. 2013;158(4):280–6.

    Article  Google Scholar 

  23. Hunter JP, Saratzis A, Sutton AJ, Boucher RH, Sayers RD, Bown MJ. In meta-analyses of proportion studies, funnel plots were found to be an inaccurate method of assessing publication bias. J Clin Epidemiol. 2014;67(8):897–903.

    Article  Google Scholar 

  24. Peters JL, Sutton AJ, Jones DR, Abrams KR, Rushton L. Comparison of two methods to detect publication bias in meta-analysis. JAMA. 2006;295(6):676–80.

  25. Balduzzi S, Rucker G, Schwarzer G. How to perform a meta-analysis with R: a practical tutorial. Evid Based Ment Health. 2019;22(4):153–60.

    Article  Google Scholar 

  26. Xu Y, Siegal DM. Anticoagulant-associated gastrointestinal bleeding: Framework for decisions about whether, when and how to resume anticoagulants. J Thromb Haemost. 2021;19(10):2383–93.

    Article  Google Scholar 

  27. Little DHW, Robertson T, Douketis J, Dionne JC, Holbrook A, Xenodemetropoulos T, et al. Management of antithrombotic therapy after gastrointestinal bleeding: a mixed methods study of health-care providers. J Thromb Haemost. 2021;19(1):153–60.

    Article  Google Scholar 

Download references

Acknowledgements

We thank Sarah Visintini, BA, MLIS, from the University of Ottawa Heart Institute for the peer review of the search strategy. We thank Dr. Gordon Guyatt from McMaster University for his assistance with adapting the risk of bias tool.

Funding

No funding was provided for the study. TT, FK, NLJC, and DMS are members of the Canadian Venous Thromboembolism Research Network (CanVECTOR); the Network received grant funding from the Canadian Institutes of Health Research (Funding Reference: CDT-142654). DMS is supported by a Tier 2 Canada Research Chair in Anticoagulant Treatment of Cardiovascular Disease.

Author information

Authors and Affiliations

Authors

Contributions

NLJC, TT, and DMS conceived the idea and design for this systematic review. The contents of this manuscript were drafted by NLJC, TT, and DMS with input from all members of the authorship team. The manuscript was reviewed by FS, SK, and VL for important intellectual content. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Deborah M. Siegal.

Ethics declarations

Ethics approval and consent to participate

Not applicable.

Consent for publication

Not applicable.

Competing interests

DMS received honoraria for educational presentations in the last 12 months (paid to institution) from BMS-Pfizer, Roche, Servier. All other authors state that they have no conflicts of interest.

Additional information

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Appendices

Appendix 1 Search strategy

#

Searches

1

thrombosis/

2

thromboembolism/

3

venous thromboembolism/

4

exp venous thrombosis/

5

exp pulmonary embolism/

6

((vein* or venous* or vena*) adj2 (thrombos* or thrombus* or thrombopro* or thrombotic* or thrombolic* or thromboemboli* or thrombo-emboli* or thrombophlebitis or thrombo-phlebitis)).ti,ab,kf

7

((pulmonary or lung or lungs) adj2 (embol* or microembol* or micro-embol* or thromboembol* or thrombo-embol*)).ti,ab,kf

8

(VTE or VTEs).ti,ab,kf

9

((blood or pulmonary or lung) adj3 clot*).ti,ab,kf

10

(phlebothrombos* or phlebo-thrombos*).ti,ab,kf

11

atrial fibrillation/

12

atrial flutter/

13

((atrial or auricular or atrium) adj4 (fibrillat* or flutter*)).ti,ab,kf

14

or/1–13

15

exp Gastrointestinal Hemorrhage/

16

((stomach or gastr* or duoden* or peptic* or esophag* or oesophag* or varices or variceal or ulcer* or ileum or ileal* or ileo* or jejun* or intestin* or bowel* or abdomen* or abdomin* or colon* or colorect* or rectal* or rectum* or GI or extra-cranial* or extracranial*) adj4 (bleed* or re-bleed* or rebleed* or blood or hemorrhag* or haemorrhag*)).ti,ab,kf

17

exp Gastrointestinal Tract/ and Hemorrhage/

18

(h?ematochezia* or h?ematemes* or mel?ena*).ti,ab,kf

19

or/15–18

20

Anticoagulants/

21

antithrombins/

22

Dabigatran/

23

rivaroxaban/

24

Factor Xa Inhibitors/

25

(oral anticoagula* or oral anti-coagula* or antithrombin* or anti-thrombin* or DOAC* or NOAC*).ti,ab,kf

26

((thrombin* or factor xa or factor 10a) adj2 inhibit*).ti,ab,kf

27

(apixaban* or eliquis* or eliques*).ti,ab,kf

28

(dabigatran* or pradaxa* or pradax* or rendix* or prazaxa*).ti,ab,kf

29

(edoxaban* or savaysa* or lixiana* or endoxaban* or roteas*).ti,ab,kf

30

(rivaroxaban* or xarelto* or throsaben* or xanirva*).ti,ab,kf

31

(betrixaban* or bevyxxa* or dexxience*).ti,ab,kf

32

or/20–31

33

14 and 19 and 32

Appendix 2 Information extracted from studies

Study-specific information

▪ Year of publication,

▪ Enrolment period,

▪ Duration of follow-up

▪ Study design (randomized trial, retrospective cohort, prospective cohort),

▪ Source of funding (i.e., industry vs non-industry vs none/not reported),

▪ Total study participants

▪ Primary and secondary outcomes

Patient demographics

▪ Average age (mean with standard deviation and/or median with range or interquartile range)

▪ Number and proportion of males/females (sex) and/or men/women/non-binary (gender)

Patient comorbidities

▪ Malignancy or active cancer treatment

▪ Average creatinine (mean with standard deviation)

▪ Number and proportion of patients with severe renal impairment (e.g., creatinine clearance and/or eGFR < 30)

▪ Number and proportion of patients with a prior history of major bleeding

▪ Number and proportion of patients with prior GI bleeding

▪ Number and proportion of patients with chronic anemia

▪ Number and proportion of patients with documented atherosclerotic vascular disease (coronary artery disease, peripheral artery disease, cerebrovascular disease)

▪ Number and proportion of patients with prior VTE

▪ Number and proportion of patients with prior ischemic stroke

Co-medications

▪ Number and proportion of patients using single or dual antiplatelet therapies (e.g., acetylsalicylic acid, clopidogrel, prasugrel, ticagrelor)

▪ Number and proportion of patients using non-steroidal anti-inflammatory drugs

Anticoagulation details

▪ Number and proportion of patients receiving different DOAC agents (apixaban, rivaroxaban, edoxaban, dabigatran)

▪ Indication for anticoagulation

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Chornenki, N.L.J., Tritschler, T., Stucki, F. et al. All-cause mortality after major gastrointestinal bleeding among patients receiving direct oral anticoagulants: a protocol for a systematic review and meta-analysis. Syst Rev 11, 269 (2022). https://doi.org/10.1186/s13643-022-02146-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1186/s13643-022-02146-5

Keywords