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Published in: Digestive Diseases and Sciences 7/2022

Open Access 04-08-2021 | Hemorrhoids | Original Article

Predictive Modeling of Colonoscopic Findings in a Fecal Immunochemical Test-Based Colorectal Cancer Screening Program

Authors: Jade Law, Anand Rajan, Harry Trieu, John Azizian, Rani Berry, Simon W. Beaven, James H. Tabibian

Published in: Digestive Diseases and Sciences | Issue 7/2022

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Abstract

Background

The fecal immunochemical test (FIT) is the primary modality used by the Los Angeles County Department of Health Services (LADHS) for colorectal cancer (CRC) screening in average-risk patients. Some patients referred for FIT-positive diagnostic colonoscopy have neither adenomas nor more advanced pathology. We aimed to identify predictors of false-positive FIT (FP-FIT) results in our largely disenfranchised, low socioeconomic status population.

Methods

We conducted a retrospective study of 596 patients who underwent diagnostic colonoscopy following a positive screening FIT. Colonoscopies showing adenomas (or more advanced pathology) were considered positive. We employed multiple logistic and linear regression as well as machine learning models (MLMs) to identify clinical predictors of FP-FIT (primary outcome) and the presence of advanced adenomas (secondary outcome).

Results

Overall, 268 patients (45.0%) had a FP-FIT. Female sex and hemorrhoids (odds ratios [ORs] 1.59 and 1.89, respectively) were associated with increased odds of FP-FIT and fewer advanced adenomas (β = − 0.658 and  − 0.516, respectively). Conversely, increasing age and BMI (ORs 0.94 and 0.96, respectively) were associated with decreased odds of FP-FIT and a greater number of advanced adenomas (β = 0.073 and 0.041, respectively). MLMs predicted FP-FIT with high specificity (93.8%) and presence of advanced adenoma with high sensitivity (94.4%).

Conclusion

Increasing age and BMI are associated with lower odds of FP-FIT and greater number of advanced adenomas, while female sex and hemorrhoids are associated with higher odds of FP-FIT and fewer advanced adenomas. The presence of the aforementioned predictors may inform the decision to proceed with diagnostic colonoscopy in FIT-positive patients.
Literature
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go back to reference Kinar Y, Kalkstein N, Akiva P et al. Development and validation of a predictive model for detection of colorectal cancer in primary care by analysis of complete blood counts: A binational retrospective study. J Am Med Informatics Assoc. 2016;23:879–890. https://doi.org/10.1093/jamia/ocv195.CrossRef Kinar Y, Kalkstein N, Akiva P et al. Development and validation of a predictive model for detection of colorectal cancer in primary care by analysis of complete blood counts: A binational retrospective study. J Am Med Informatics Assoc. 2016;23:879–890. https://​doi.​org/​10.​1093/​jamia/​ocv195.CrossRef
Metadata
Title
Predictive Modeling of Colonoscopic Findings in a Fecal Immunochemical Test-Based Colorectal Cancer Screening Program
Authors
Jade Law
Anand Rajan
Harry Trieu
John Azizian
Rani Berry
Simon W. Beaven
James H. Tabibian
Publication date
04-08-2021
Publisher
Springer US
Published in
Digestive Diseases and Sciences / Issue 7/2022
Print ISSN: 0163-2116
Electronic ISSN: 1573-2568
DOI
https://doi.org/10.1007/s10620-021-07160-6

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