With a events in Group 1 (total patients = a + b) and c events in Group 2 (total patients = c + d).Where hypothetically:
Event
Non-event
Group 1
a
b
Group 2
c
d
When FI is positive patients are moved from a non-event to an event in Group 1. When FI is negative patients are moved from an event to a non-event in Group 1. Changing outcomes preserves the number of patients in each group. FI is based on the number of changes required to render the p value ≥ 0.05.Where the hypothetical data structure is as:
Event
Non-event
Group 1
a + f1
b – f1
Group 2
c + f2
d – f2
Reverse fragility index (rFI)
Choose the group that has the fewest number of events and then change the events to non-events to render statistical significance. The total number of outcome changes = the rFI.
Fragility quotient (FQ)
The FQ is a relative measurement calculated by division as:
Incidence fragility index (FIq)
FIq is such that any probability = the minimum number of changes in patient outcome with a probability of at least q in order to reverse statistical significance. This permits only sufficiently likely modifications according to the likelihood threshold value of q.The minimum modifications are then:(based on hypothetical tables above)
Generalized fragility index (GFIq)
To generalize the data set:Where there are n samples (and Y1–Yn observations), a significant (< 0.05) t-test becomes:For all modifications with Y as the sample mean and S the SD.In each case, the one sample t-test =1 (i.e., it is not significant) at the a = 0.05 level for any sample size [52].
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References
Huo B, Ortenzi M, Anteby R, Tryliskyy Y, Carrano FM, Seitidis G, et al. Surgical management of complicated diverticulitis: systematic review and individual patient data network meta-analysis: An EAES/ESCP collaborative project.Surg Endosc. 2025;39:699–715. [DOI] [PubMed]
Gregersen R, Mortensen LQ, Burcharth J, Pommergaard HC, Rosenberg J. Treatment of patients with acute colonic diverticulitis complicated by abscess formation: A systematic review.Int J Surg. 2016;35:201–8. [DOI] [PubMed]
Simianu VV, Strate LL, Billingham RP, Fichera A, Steele SR, Thirlby RC, et al. The Impact of Elective Colon Resection on Rates of Emergency Surgery for Diverticulitis.Ann Surg. 2016;263:123–9. [DOI] [PubMed] [PMC]
Devaraj B, Liu W, Tatum J, Cologne K, Kaiser AM. Medically Treated Diverticular Abscess Associated With High Risk of Recurrence and Disease Complications.Dis Colon Rectum. 2016;59:208–15. [DOI] [PubMed]
Jalouta T, Jrebi N, Luchtefeld M, Ogilvie JW Jr. Diverticulitis recurrence after percutaneous abscess drainage.Int J Colorectal Dis. 2017;32:1367–73. [DOI] [PubMed]
Vennix S, Musters GD, Mulder IM, Swank HA, Consten EC, Belgers EH, et al. Laparoscopic peritoneal lavage or sigmoidectomy for perforated diverticulitis with purulent peritonitis: a multicentre, parallel-group, randomised, open-label trial.Lancet. 2015;386:1269–77. [DOI] [PubMed]
Angenete E, Thornell A, Burcharth J, Pommergaard H, Skullman S, Bisgaard T, et al. Laparoscopic Lavage Is Feasible and Safe for the Treatment of Perforated Diverticulitis With Purulent Peritonitis: The First Results From the Randomized Controlled Trial DILALA.Ann Surg. 2016;263:117–22. [DOI] [PubMed] [PMC]
Schultz JK, Yaqub S, Wallon C, Blecic L, Forsmo HM, Folkesson J, et al.; SCANDIV Study Group. Laparoscopic Lavage vs Primary Resection for Acute Perforated Diverticulitis: The SCANDIV Randomized Clinical Trial.JAMA. 2015;314:1364–75. [DOI] [PubMed]
Hall J, Hardiman K, Lee S, Lightner A, Stocchi L, Paquette IM, et al.; Prepared on behalf of the Clinical Practice Guidelines Committee of the American Society of Colon and Rectal Surgeons. The American Society of Colon and Rectal Surgeons Clinical Practice Guidelines for the Treatment of Left-Sided Colonic Diverticulitis.Dis Colon Rectum. 2020;63:728–47. [DOI] [PubMed]
Francis NK, Sylla P, Abou-Khalil M, Arolfo S, Berler D, Curtis NJ, et al. EAES and SAGES 2018 consensus conference on acute diverticulitis management: evidence-based recommendations for clinical practice.Surg Endosc. 2019;33:2726–41. [DOI] [PubMed] [PMC]
Schultz JK, Azhar N, Binda GA, Barbara G, Biondo S, Boermeester MA, et al. European Society of Coloproctology: guidelines for the management of diverticular disease of the colon.Colorectal Dis. 2020;22:5–28. [DOI] [PubMed]
Lin M, Raman SR. Evaluation of Quality of Life and Surgical Outcomes for Treatment of Diverticular Disease.Clin Colon Rectal Surg. 2018;31:251–7. [DOI] [PubMed] [PMC]
Buchs NC, Konrad-Mugnier B, Jannot A, Poletti P, Ambrosetti P, Gervaz P. Assessment of recurrence and complications following uncomplicated diverticulitis.Br J Surg. 2013;100:976–9: discussion 979. [DOI] [PubMed]
Alexandersson BT, Stefánsson T. Incidence and recurrence rate of sigmoid diverticulitis in patients requiring admission to hospital in Iceland from 1985 to 2014: nationwide population-based register study.BJS Open. 2020;4:1217–26. [DOI] [PubMed] [PMC]
van de Wall BJM, Stam MAW, Draaisma WA, Stellato R, Bemelman WA, Boermeester MA, et al.; DIRECT trial collaborators. Surgery versus conservative management for recurrent and ongoing left-sided diverticulitis (DIRECT trial): an open-label, multicentre, randomised controlled trial.Lancet Gastroenterol Hepatol. 2017;2:13–22. [DOI] [PubMed]
Bolkenstein HE, Consten ECJ, van der Palen J, van de Wall BJM, Broeders IAMJ, Bemelman WA, et al.; Dutch Diverticular Disease (3D) Collaborative Study Group. Long-term Outcome of Surgery Versus Conservative Management for Recurrent and Ongoing Complaints After an Episode of Diverticulitis: 5-year Follow-up Results of a Multicenter Randomized Controlled Trial (DIRECT-Trial).Ann Surg. 2019;269:612–20. [DOI] [PubMed]
Santos A, Mentula P, Pinta T, Ismail S, Rautio T, Juusela R, et al. Comparing Laparoscopic Elective Sigmoid Resection With Conservative Treatment in Improving Quality of Life of Patients With Diverticulitis: The Laparoscopic Elective Sigmoid Resection Following Diverticulitis (LASER) Randomized Clinical Trial.JAMA Surg. 2021;156:129–36. [DOI] [PubMed] [PMC]
van Dijk ST, Daniels L, Ünlü Ç, de Korte N, van Dieren S, Stockmann HB, et al.; Dutch Diverticular Disease (3D) Collaborative Study Group. Long-term effects of omitting antibiotics in uncomplicated acute diverticulitis.Am J Gastroenterol. 2018;113:1045–52. [DOI] [PubMed]
Horesh N, Zbar AP, Nevler A, Haim N, Gutman M, Zmora O. Early experience with laparoscopic lavage in acute complicated diverticulitis.Dig Surg. 2015;32:108–11. [DOI] [PubMed]
Russell B, Zager Y, Mullin G, Cohen M, Dan A, Nevler A, et al. Naples Prognostic Score to Predict Postoperative Complications After Colectomy for Diverticulitis.Am Surg. 2023;89:1598–604. [DOI] [PubMed]
Brighton B, Bhandari M, Tornetta P 3rd, Felson DT. Hierarchy of evidence: from case reports to randomized controlled trials.Clin Orthop Relat Res. 2003;413:19–24. [DOI] [PubMed]
Fisher RA: Statistical Methods for Research Workers. Oxford: Oxford University Press; 1958.
Goodman S. A dirty dozen: twelve p-value misconceptions.Semin Hematol. 2008;45:135–40. [DOI] [PubMed]
Colquhuon D. The false positive risk: a proposal concerning what to do about the p value.Am Stat. 2019;73:192–201. [DOI]
Why p-values can’t tell you what you need to know and what to do about it [Internet].YouTube; c2018 [cited 2025 Apr 14]. Available from: https://www.youtube.com/watch?v=agC-SG5-Qyk
Baker M. 1,500 scientists lift the lid on reproducibility.Nature. 2016;533:452–4. [DOI] [PubMed]
Walsh M, Srinathan SK, McAuley DF, Mrkobrada M, Levine O, Ribic C, et al. The statistical significance of randomized controlled trial results is frequently fragile: a case for a Fragility Index.J Clin Epidemiol. 2014;67:622–8. [DOI] [PubMed]
Tignanelli CJ, Napolitano LM. The Fragility Index in Randomized Clinical Trials as a Means of Optimizing Patient Care.JAMA Surg. 2019;154:74–9. [DOI] [PubMed]
Khan M, Evaniew N, Gichuru M, Habib A, Ayeni OR, Bedi A, et al. The Fragility of Statistically Significant Findings From Randomized Trials in Sports Surgery: A Systematic Survey.Am J Sports Med. 2017;45:2164–70. [DOI] [PubMed]
Ruzbarsky JJ, Rauck RC, Manzi J, Khormaee S, Jivanelli B, Warren RF. The fragility of findings of randomized controlled trials in shoulder and elbow surgery.J Shoulder Elbow Surg. 2019;28:2409–17. [DOI] [PubMed]
Ekhtiari S, Gazendam AM, Nucci NW, Kruse CC, Bhandari M. The Fragility of Statistically Significant Findings From Randomized Controlled Trials in Hip and Knee Arthroplasty.J Arthroplasty. 2021;36:2211–8.e1. [DOI] [PubMed]
McCormick KL, Tedesco LJ, Swindell HW, Forrester LA, Jobin CM, Levine WN. Statistical fragility of randomized clinical trials in shoulder arthroplasty.J Shoulder Elbow Surg. 2021;30:1787–93. [DOI] [PubMed]
Zabat MA, Giakas AM, Hohmann AL, Lonner JH. Interpreting the Current Literature on Outcomes of Robotic-Assisted Versus Conventional Total Knee Arthroplasty Using Fragility Analysis: A Systematic Review and Cross-Sectional Study of Randomized Controlled Trials.J Arthroplasty. 2024;39:1882–7. [DOI] [PubMed]
Narayan VM, Gandhi S, Chrouser K, Evaniew N, Dahm P. The fragility of statistically significant findings from randomised controlled trials in the urological literature.BJU Int. 2018;122:160–6. [DOI] [PubMed]
Pascoal E, Liu M, Lin L, Luketic L. The Fragility of Statistically Significant Results in Gynaecologic Surgery: A Systematic Review.J Obstet Gynaecol Can. 2022;44:508–14. [DOI] [PubMed]
Budhiraja P, Kaplan B, Kalot M, Alayli AE, Dimassi A, Chakkera HA, et al. Current State of Evidence on Kidney Transplantation: How Fragile Are the Results?Transplantation. 2022;106:248–56. [DOI] [PubMed]
Suresh NV, Go BC, Fritz CG, Harris J, Ahluwalia V, Xu K, et al. The fragility index: how robust are the outcomes of head and neck cancer randomised, controlled trials?J Laryngol Otol. 2024;138:451–6. [DOI] [PubMed] [PMC]
Wang A, Kwon D, Kim E, Oleru O, Seyidova N, Taub PJ. Statistical fragility of outcomes in acellular dermal matrix literature: A systematic review of randomized controlled trials.J Plast Reconstr Aesthet Surg. 2024;91:284–92. [DOI] [PubMed] [PMC]
Condon TM, Sexton RW, Wells AJ, To M. The weakness of fragility index exposed in an analysis of the traumatic brain injury management guidelines: A meta-epidemiological and simulation study.PLoS One. 2020;15:e0237879. [DOI] [PubMed] [PMC]
Schröder A, Muensterer OJ, Oetzmann von Sochaczewski C. The fragility index may not be ideal for paediatric surgical conditions: the example of foetal endoscopic tracheal occlusion.Pediatr Surg Int. 2021;37:967–9. [DOI] [PubMed] [PMC]
Dettori JR, Norvell DC. How Fragile Are the Results of a Trial? The Fragility Index.Global Spine J. 2020;10:940–2. [DOI] [PubMed] [PMC]
Dettori JR, Norvell DC, Chapman JR. P-Value Worship: Is the Idol Significant?Global Spine J. 2019;9:357–9. [DOI] [PubMed] [PMC]
Dervan LA, Watson RS. The Fragility of Using p Value Less Than 0.05 As the Dichotomous Arbiter of Truth.Pediatr Crit Care Med. 2019;20:582–3. [DOI] [PubMed]
Ahmed W, Fowler RA, McCredie VA. Does Sample Size Matter When Interpreting the Fragility Index?Crit Care Med. 2016;44:e1142–3. [DOI] [PubMed]
Stern BZ, Poeran J. Statistics in Brief: The Fragility Index.Clin Orthop Relat Res. 2023;481:1288–91. [DOI] [PubMed] [PMC]
Hong C, Salanti G, Morton SC, Riley RD, Chu H, Kimmel SE, et al. Testing small study effects in multivariate meta-analysis.Biometrics. 2020;76:1240–50. [DOI] [PubMed] [PMC]
Carter RE, McKie PM, Storlie CB. The Fragility Index: a P-value in sheep’s clothing?Eur Heart J. 2017;38:346–8. [DOI] [PubMed]
Potter GE. Dismantling the Fragility Index: A demonstration of statistical reasoning.Stat Med. 2020;39:3720–31. [DOI] [PubMed]
Fernandez MA, Achten J, Parsons N, Griffin XL, Png M, Gould J, et al.; WHiTE 5 Investigators. Cemented or Uncemented Hemiarthroplasty for Intracapsular Hip Fracture.N Engl J Med. 2022;386:521–30. [DOI] [PubMed]
Nelms DW, Vargas HD, Bedi RS, Paruch JL. When the p Value Doesn’t Cut It: The Fragility Index Applied to Randomized Controlled Trials in Colorectal Surgery.Dis Colon Rectum. 2022;65:276–83. [DOI] [PubMed]
McKechnie T, Yang S, Wu K, Sharma S, Lee Y, Park LJ, et al. Fragility of Statistically Significant Outcomes in Colonic Diverticular Disease Randomized Trials: A Systematic Review.Dis Colon Rectum. 2024;67:414–26. [DOI] [PubMed]
Baer BR, Gaudino M, Charlson M, Fremes SE, Wells MT. Fragility indices for only sufficiently likely modifications.Proc Natl Acad Sci U S A. 2021;118:e2105254118. [DOI] [PubMed] [PMC]
Khan MS, Fonarow GC, Friede T, Lateef N, Khan SU, Anker SD, et al. Application of the Reverse Fragility Index to Statistically Nonsignificant Randomized Clinical Trial Results.JAMA Netw Open. 2020;3:e2012469. [DOI] [PubMed] [PMC]
Baer BR, Gaudino M, Fremes SE, Charlson M, Wells MT. The fragility index can be used for sample size calculations in clinical trials.J Clin Epidemiol. 2021;139:199–209. [DOI] [PubMed] [PMC]
Caldwell JE, Youssefzadeh K, Limpisvasti O. A method for calculating the fragility index of continuous outcomes.J Clin Epidemiol. 2021;136:20–5. [DOI] [PubMed]
Colquhoun D. An investigation of the false discovery rate and the misinterpretation of p-values.R Soc Open Sci. 2014;1:140216. [DOI] [PubMed] [PMC]
Colquhoun D. Lectures on biostatistics. London: Oxford University Press; 1971.
Schulz KF, Grimes DA. Sample size calculations in randomised trials: mandatory and mystical.Lancet. 2005;365:1348–53. [DOI] [PubMed]
Brøgger-Mikkelsen M, Ali Z, Zibert JR, Andersen AD, Thomsen SF. Online Patient Recruitment in Clinical Trials: Systematic Review and Meta-Analysis.J Med Internet Res. 2020;22:e22179. [DOI] [PubMed] [PMC]
Baer BR, Fremes SE, Gaudino M, Charlson M, Wells MT. On clinical trial fragility due to patients lost to follow up.BMC Med Res Methodol. 2021;21:254. [DOI] [PubMed] [PMC]
Vigden B, Yasseri T. P-values: Misunderstood and misused.Frontiers Physics. 2016;4:6. [DOI]
Quatto P, Ripamonti E, Marasini D. Beyond the Fragility Index.Pharm Stat. 2025;24:e2452. [DOI] [PubMed] [PMC]
Ruberg SJ. Détente: A Practical Understanding of P values and Bayesian Posterior Probabilities.Clin Pharmacol Ther. 2021;109:1489–98. [DOI] [PubMed] [PMC]
Schwen LO, Rueschenbaum S. Ten quick tips for getting the most scientific value out of numerical data.PLoS Comput Biol. 2018;14:e1006141. [DOI] [PubMed] [PMC]
Franco A, Malhotra N, Simonovits G. Social science. Publication bias in the social sciences: unlocking the file drawer.Science. 2014;345:1502–5. [DOI] [PubMed]
Niforatos JD, Zheutlin AR, Chaitoff A, Pescatore RM. The fragility index of practice changing clinical trials is low and highly correlated with P-values.J Clin Epidemiol. 2020;119:140–2. [DOI] [PubMed]
Borenstein M. The case for confidence intervals in controlled clinical trials.Control Clin Trials. 1994;15:411–28. [DOI] [PubMed]
Wasserstein RL, Lazar NA. The ASA’s statement on p values: Context, process and purpose.Am Stat. 2016;70:129–33.
Sterne JA, Gavaghan D, Egger M. Publication and related bias in meta-analysis: power of statistical tests and prevalence in the literature.J Clin Epidemiol. 2000;53:1119–29.
Horesh N, Wasserberg N, Zbar AP, Gravetz A, Berger Y, Gutman M, et al. Changing paradigms in the management of diverticulitis.Int J Surg. 2016;33:146–50. [DOI] [PubMed]
Horesh N, Lessing Y, Rudnicki Y, Kent I, Kammar H, Ben-Yaacov A, et al. Considerations for Hartmann’s reversal and Hartmann’s reversal outcomes-a multicenter study.Int J Colorectal Dis. 2017;32:1577–82. [DOI] [PubMed]
Horesh N, Rudnicki Y, Dreznik Y, Zbar AP, Gutman M, Zmora O, et al. Reversal of Hartmann’s procedure: still a complicated operation.Tech Coloproctol. 2018;22:81–7. [DOI] [PubMed]
Horesh N, Lessing Y, Rudnicki Y, Kent I, Kammar H, Ben-Yaacov A, et al. Timing of colostomy reversal following Hartmann’s procedure for perforated diverticulitis.J Visc Surg. 2020;157:395–400. [DOI] [PubMed]
Garcia MVF, Ferreira JC, Caruso P. Fragility index and fragility quotient in randomized clinical trials.J Bras Pneumol. 2023;49:e20230034. [DOI] [PubMed] [PMC]
Yusuf S, Peto R, Lewis J, Collins R, Sleight P. Beta blockade during and after myocardial infarction: an overview of the randomized trials.Prog Cardiovasc Dis. 1985;27:335–71. [DOI] [PubMed]
Thorlund K, Imberger G, Walsh M, Chu R, Gluud C, Wetterslev J, et al. The number of patients and events required to limit the risk of overestimation of intervention effects in meta-analysis: a simulation study.PLoS One. 2011;6:e25491. [DOI] [PubMed] [PMC]
Andrade C. The Use and Limitations of the Fragility Index in the Interpretation of Clinical Trial Findings.J Clin Psychiatry. 2020;81:20f13334. [DOI] [PubMed]
Grimes DR. The ellipse of insignificance, a refined fragility index for ascertaining robustness of results in dichotomous outcome trials.Elife. 2022;11:e79573. [DOI] [PubMed] [PMC]
Grimes DR, Heathers J. The new normal? Redaction bias in biomedical science.R Soc Open Sci. 2021;8:211308. [DOI] [PubMed] [PMC]