Evidence map›Paper›PMID 37933755›Full record

ArticleJMIR public health and surveillance2023

Pharmaceutical Agents as Potential Drivers in the Development of Early-Onset Colorectal Cancer: Case-Control Study.

Irit Ben-Aharon, Ran Rotem, Cheli Melzer-Cohen, Gilad Twig, Andrea Cercek, Elizabeth Half, Tal Goshen-Lago, Gabriel Chodik, David Kelsen

Open access · goldAbstract read
In one paragraph

Article in JMIR public health and surveillance, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 1 pooled it
2.3field-weighted citation impact, top 12% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 1 synthesis or guideline pooled it, 9 citations in OpenAlex.

  1. Pooled it
  2. Review
  3. Review
  4. Review
  5. Association between Broad-Spectrum Antibiotic Use and Risk of Early-Onset Colorectal Cancer.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2026
    Article
  6. Article
  7. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors at 4 institutions in 2 countries.

Irit Ben-Aharon *Department of Gastroenterology, Rambam Healthcare Campus, Haifa, Israel.ORCID 0000-0002-5839-5477
Ran Rotem *Harvard T Chan School of Public Health, Boston, MA, United States.ORCID 0000-0002-8378-3287
Cheli Melzer-CohenKSM Research and Innovation Center, Maccabi Healthcare Services, Tel-Aviv, Israel.ORCID 0000-0001-9033-4108
Gilad TwigThe Institute of Endocrinology Diabetes and Metabolism, Sheba Medical Center, Ramat Gan, Israel.ORCID 0000-0003-2829-3645
Andrea CercekGastrointestinal Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, United States.ORCID 0000-0002-5054-8192
Elizabeth HalfDepartment of Gastroenterology, Rambam Healthcare Campus, Haifa, Israel.ORCID 0000-0002-4508-8670
Tal Goshen-LagoDepartment of Gastroenterology, Rambam Healthcare Campus, Haifa, Israel.ORCID 0000-0001-6518-4419
Gabriel Chodik *Department of Preventive Medicine and Epidemiology, School of Public Health, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.ORCID 0000-0002-5189-8995
David Kelsen *Gastrointestinal Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, United States.ORCID 0000-0001-6139-438X
Rambam Health Care Campus · ILMemorial Sloan Kettering Cancer Center · USTel Aviv University · ILHarvard University · US

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI SELWYN M VICKERS · 1985 to 2026
$347.4M
NCI NIH HHS P30 CA008748
6 · The paper itself

Abstract

backgroundThe incidence of early-onset colorectal cancer (EOCRC) rose abruptly in the mid 1990s, is continuing to increase, and has now been noted in many countries. By 2030, 25% of American patients diagnosed with rectal cancer will be 49 years or younger. The large majority of EOCRC cases are not found in patients with germline cancer susceptibility mutations (eg, Lynch syndrome) or inflammatory bowel disease. Thus, environmental or lifestyle factors are suspected drivers. Obesity, sedentary lifestyle, diabetes mellitus, smoking, alcohol, or antibiotics affecting the gut microbiome have been proposed. However, these factors, which have been present since the 1950s, have not yet been conclusively linked to the abrupt increase in EOCRC. The sharp increase suggests the introduction of a new risk factor for young people. We hypothesized that the driver may be an off-target effect of a pharmaceutical agent (ie, one requiring regulatory approval before its use in the general population or an off-label use of a previously approved agent) in a genetically susceptible subgroup of young adults. If a pharmaceutical agent is an EOCRC driving factor, regulatory risk mitigation strategies could be used.

objectiveWe aimed to evaluate the possibility that pharmaceutical agents serve as risk factors for EOCRC.

methodsWe conducted a case-control study. Data including demographics, comorbidities, and complete medication dispensing history were obtained from the electronic medical records database of Maccabi Healthcare Services, a state-mandated health provider covering 26% of the Israeli population. The participants included 941 patients with EOCRC (≤50 years of age) diagnosed during 2001-2019 who were density matched at a ratio of 1:10 with 9410 control patients. Patients with inflammatory bowel disease and those with a known inherited cancer susceptibility syndrome were excluded. An advanced machine learning algorithm based on gradient boosted decision trees coupled with Bayesian model optimization and repeated data sampling was used to sort through the very high-dimensional drug dispensing data to identify specific medication groups that were consistently linked with EOCRC while allowing for synergistic or antagonistic interactions between medications. Odds ratios for the identified medication classes were obtained from a conditional logistic regression model.

resultsOut of more than 800 medication classes, we identified several classes that were consistently associated with EOCRC risk across independently trained models. Interactions between medication groups did not seem to substantially affect the risk. In our analysis, drug groups that were consistently positively associated with EOCRC included beta blockers and valerian (Valeriana officinalis). Antibiotics were not consistently associated with EOCRC risk.

conclusionsOur analysis suggests that the development of EOCRC may be correlated with prior use of specific medications. Additional analyses should be used to validate the results. The mechanism of action inducing EOCRC by candidate pharmaceutical agents will then need to be determined.

Indexed as

Colorectal NeoplasmsInflammatory Bowel DiseasesAdolescentAnti-Bacterial AgentsBayes TheoremCase-Control StudiesHumansYoung AdultAnti-Bacterial Agentscancercolorectalcolorectal cancerdecision supportdecision treedrugdrugsearly onset colorectal cancergastroenterologygastrointestinalgradient boostinghealth providerincreased riskinternal medicineIsraelmachine learningoncologypharmaceuticalpharmaceutical agentspharmaceuticalsriskrisk factorsrisks

Identifiers

PMID37933755
PMCPMC10753427
OpenAlexW4388466575

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.