XGBoost for Predict Incisional Hernia
XGB&IncHern
Development and Internal Validation of a Machine Learning Model to Predict the Occurrence of Incisional Hernia After a Midline Laparotomy
2 other identifiers
observational
1,000
1 country
1
Brief Summary
The objective of this study is to develop a predictive model of IH based on machine learning with the use of the XGBoost technique, this will help surgeons in charge of abdominal wall closure to have objective support to determine high-risk patients and in them modify the closure technique or use a mesh according to their choice or the degree of contamination of the abdominal cavity.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Jan 2023
Shorter than P25 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
January 30, 2023
CompletedStudy Start
First participant enrolled
January 30, 2023
CompletedFirst Posted
Study publicly available on registry
February 8, 2023
CompletedPrimary Completion
Last participant's last visit for primary outcome
February 22, 2023
CompletedStudy Completion
Last participant's last visit for all outcomes
November 30, 2023
CompletedFebruary 27, 2023
February 1, 2023
23 days
January 30, 2023
February 23, 2023
Conditions
Outcome Measures
Primary Outcomes (1)
Incisional Hernia
incidence of Incisional hernia (the incisional hernia was defined according to the EHS guidelines as: a mass in the abdominal wall with or without visceral outlet or palpable in the surgical site determined by clinical examination or tomography).
24 months
Secondary Outcomes (1)
Facial dehiscence
30 days
Study Arms (2)
With Incisional Hernia
The incisional hernia was defined according to the EHS guidelines as a mass in the abdominal wall with or without a visceral outlet or palpable in the surgical site determined by clinical examination or tomography, this group will present this complication.
Without Incisional Hernia
The incisional hernia was defined according to the EHS guidelines as a mass in the abdominal wall with or without a visceral outlet or palpable in the surgical site determined by clinical examination or tomography, this group will not present this complication.
Interventions
Not having intervention is an observational study
Eligibility Criteria
Patients older than 18 years of age, postoperative midline exploratory laparotomy, who underwent urgent or scheduled surgery, regardless of their underlying diagnosis, were included between January 2010 and December 2016 and who completed 24 months of follow-up after surgery initial surgery.
You may qualify if:
- Patients older than 18 years of age
- Postoperative midline exploratory laparotomy, who underwent urgent or scheduled surgery, regardless of their underlying diagnosis,
- included between January 2010 and December 2016 and who completed 24 months of follow-up after surgery initial surgery.
You may not qualify if:
- Reoperated for any cuestion diferent to present of hernia
- Management of open abdomen
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Hospital regional de Alta Especialidad del bajio
León, Guanajuato, 37660, Mexico
Related Publications (7)
Deerenberg EB, Harlaar JJ, Steyerberg EW, Lont HE, van Doorn HC, Heisterkamp J, Wijnhoven BP, Schouten WR, Cense HA, Stockmann HB, Berends FJ, Dijkhuizen FPH, Dwarkasing RS, Jairam AP, van Ramshorst GH, Kleinrensink GJ, Jeekel J, Lange JF. Small bites versus large bites for closure of abdominal midline incisions (STITCH): a double-blind, multicentre, randomised controlled trial. Lancet. 2015 Sep 26;386(10000):1254-1260. doi: 10.1016/S0140-6736(15)60459-7. Epub 2015 Jul 15.
PMID: 26188742RESULTJairam AP, Timmermans L, Eker HH, Pierik REGJM, van Klaveren D, Steyerberg EW, Timman R, van der Ham AC, Dawson I, Charbon JA, Schuhmacher C, Mihaljevic A, Izbicki JR, Fikatas P, Knebel P, Fortelny RH, Kleinrensink GJ, Lange JF, Jeekel HJ; PRIMA Trialist Group. Prevention of incisional hernia with prophylactic onlay and sublay mesh reinforcement versus primary suture only in midline laparotomies (PRIMA): 2-year follow-up of a multicentre, double-blind, randomised controlled trial. Lancet. 2017 Aug 5;390(10094):567-576. doi: 10.1016/S0140-6736(17)31332-6. Epub 2017 Jun 20.
PMID: 28641875RESULTMuysoms FE, Antoniou SA, Bury K, Campanelli G, Conze J, Cuccurullo D, de Beaux AC, Deerenberg EB, East B, Fortelny RH, Gillion JF, Henriksen NA, Israelsson L, Jairam A, Janes A, Jeekel J, Lopez-Cano M, Miserez M, Morales-Conde S, Sanders DL, Simons MP, Smietanski M, Venclauskas L, Berrevoet F; European Hernia Society. European Hernia Society guidelines on the closure of abdominal wall incisions. Hernia. 2015 Feb;19(1):1-24. doi: 10.1007/s10029-014-1342-5. Epub 2015 Jan 25.
PMID: 25618025RESULTDeerenberg EB, Henriksen NA, Antoniou GA, Antoniou SA, Bramer WM, Fischer JP, Fortelny RH, Gok H, Harris HW, Hope W, Horne CM, Jensen TK, Kockerling F, Kretschmer A, Lopez-Cano M, Malcher F, Shao JM, Slieker JC, de Smet GHJ, Stabilini C, Torkington J, Muysoms FE. Updated guideline for closure of abdominal wall incisions from the European and American Hernia Societies. Br J Surg. 2022 Nov 22;109(12):1239-1250. doi: 10.1093/bjs/znac302.
PMID: 36026550RESULTLozada-Hernandez EE, Mayagoitia-Gonzalez JC, Smolinski-Kurek RL, Montiel-Hinojosa L, Hernandez-Villegas L, Morales-Vargas JM, Perez-Sanchez KD, Orozco-Mosqueda A, Cano-Rosas M. Prevention of incisional hernia with a reinforced tension line (RTL) versus primary suture only in midline laparotomies: 3-year follow-up in a randomized clinical trial. Hernia. 2022 Apr;26(2):447-456. doi: 10.1007/s10029-020-02338-9. Epub 2021 Jan 5.
PMID: 33398464RESULTVeljkovic R, Protic M, Gluhovic A, Potic Z, Milosevic Z, Stojadinovic A. Prospective clinical trial of factors predicting the early development of incisional hernia after midline laparotomy. J Am Coll Surg. 2010 Feb;210(2):210-9. doi: 10.1016/j.jamcollsurg.2009.10.013.
PMID: 20113942RESULTCao GW, Yang WG, Du P. [Observation of the effects of LAK/IL-2 therapy combining with Lycium barbarum polysaccharides in the treatment of 75 cancer patients]. Zhonghua Zhong Liu Za Zhi. 1994 Nov;16(6):428-31. Chinese.
PMID: 7720497RESULT
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Edgard Efren Lozada Hernández
Hospital Regional Of High Speciality of Bajio
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- PROSPECTIVE
- Target Duration
- 24 Months
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Clinical Research Level D
Study Record Dates
First Submitted
January 30, 2023
First Posted
February 8, 2023
Study Start
January 30, 2023
Primary Completion
February 22, 2023
Study Completion
November 30, 2023
Last Updated
February 27, 2023
Record last verified: 2023-02