MétaCan
Menu
Back to cohort

Immunosuppression and Clostridioides (Clostridium) difficile Infection Risk in Metabolic and Bariatric Surgery Patients

2021· article· en· W3163426520 on OpenAlexaboutno aff
Elisa Morales, Luyu Xie, Madhuri Uppuluri, Jaime P. Almandoz, Nestor de la Cruz‐Muñoz, Sarah Messiah

Bibliographic record

VenueJournal of the American College of Surgeons · 2021
Typearticle
Languageen
FieldMedicine
TopicClostridium difficile and Clostridium perfringens research
Canadian institutionsnot available
FundersNational Institute on Minority Health and Health DisparitiesNational Institutes of Health
KeywordsMedicineOdds ratioClostridium difficileInternal medicineLogistic regressionImmunosuppressionSurgeryRetrospective cohort studyGastroenterologyAntibioticsMicrobiology

Abstract

fetched live from OpenAlex

BACKGROUND: Immunosuppressant use increases risk of Clostridioides (Clostridium) difficile infection. To date, no studies have analyzed the relationship between immunosuppressant use and C difficile infections after metabolic and bariatric surgery (MBS). METHODS: A retrospective analysis of the 2015-2018 MBSAQIP data was conducted. The MBSAQIP data include information from 854 affiliated practices in the US and Canada. Initial sample size was 760,076 MBS patients. After excluding participants due to missing variables (n = 188,106) and the use of surgical procedures other than Roux-en-Y gastric bypass and sleeve gastroplasty (n = 129,712), final analyses were performed on 442,258 participants. Logistic regression models generated the odds of C difficile infection developing post MBS, according to immunosuppressant status (positive or negative). RESULTS: Unadjusted logistic regression analysis showed that patients using immunosuppressants were 95% more likely to have postoperative C difficile infection (odds ratio 1.945; 95% CI, 1.230 to 3.075; p < 0.001) vs MBS patients not taking immunosuppressants. After adjusting for age, sex, ethnicity, preoperative BMI, diabetes status, and surgical procedure type, the association remained unaffected (adjusted odds ratio 1.956; 95% CI, 1.236 to 3.095; p < 0.01). Patients who completed the laparoscopic Roux-en-Y gastric bypass procedure had more than double the odds of C difficile infection developing compared with those who completed the laparoscopic sleeve gastrectomy procedure (odds ratio 2.183; 95% CI, 1.842 to 2.587; p < 0.0001). CONCLUSIONS: Our results using a population-based sample of MBS patients showed that those taking immunosuppressants have a significantly higher risk of developing Clostridioides (Clostridium) difficile infection postoperatively. These findings suggest that patients using immunosuppressants should be closely monitored both pre and post procedure.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.017

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.013
GPT teacher head0.259
Teacher spread0.246 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations7
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueJournal of the American College of SurgeonsSame topicClostridium difficile and Clostridium perfringens researchFrench-language works237,207