Evidence map›Paper›PMID 39951671›Full record

ArticleJCO clinical cancer informatics2025

Methodologic Approach to Defining Comorbidities in a Cohort of Patients With Cancer: An Example in the Optimal Breast Cancer Chemotherapy Dosing Study.

Peng Wang, Kelli O'Connell, Jenna Bhimani, Victoria Blinder, Rachael Burganowski, Isaac J Ergas, Grace B Gallagher, Jennifer J Griggs, Narre Heon, Tatjana Kolevska and 14 more

Abstract read
In one paragraph

Article in JCO clinical cancer informatics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
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

24 authors.

Peng WangDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0003-4303-6081
Kelli O'ConnellDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-4021-0788
Jenna BhimaniDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-9962-7019
Victoria BlinderDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-1448-8671
Rachael BurganowskiKaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA.ORCID 0009-0004-2179-9816
Isaac J ErgasDivision of Research, Kaiser Permanente Northern California, Pleasanton, CA.ORCID 0000-0002-3187-9754
Grace B GallagherDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.ORCID 0009-0004-9277-5002
Jennifer J GriggsDepartment of Medicine, Division of Hematology/Oncology and Department of Health Management and Policy, University of Michigan, Ann Arbor, MI.ORCID 0000-0002-1598-4562
Narre HeonDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.ORCID 0009-0003-5239-0821
Tatjana KolevskaDepartment of Oncology, Kaiser Permanente Medical Center, Vallejo, CA.
Yuriy KotsurovskyyDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.
Candyce H KroenkeDivision of Research, Kaiser Permanente Northern California, Pleasanton, CA.ORCID 0000-0002-6128-3118
Cecile A LaurentDivision of Research, Kaiser Permanente Northern California, Pleasanton, CA.ORCID 0000-0001-9332-6971
Raymond LiuDivision of Research, Kaiser Permanente Northern California, Pleasanton, CA.ORCID 0000-0002-4667-9632
Kanichi G NakataKaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA.ORCID 0000-0001-6730-6045
Sonia PersaudDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.ORCID 0009-0008-5666-7994
Donna R RiveraDivision of Cancer Control and Population Sciences, National Cancer Institute, Rockville, MD.ORCID 0000-0002-4565-4556
Janise M RohDivision of Research, Kaiser Permanente Northern California, Pleasanton, CA.ORCID 0000-0002-8615-4320
Sara TabatabaiDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-5498-7176
Emily ValiceDivision of Research, Kaiser Permanente Northern California, Pleasanton, CA.ORCID 0000-0003-2408-9727
Elisa V BanderaCancer Epidemiology and Health Outcomes, Rutgers Cancer Institute of New Jersey, New Brunswick, NJ.ORCID 0000-0002-8789-2755
Lawrence H KushiDivision of Research, Kaiser Permanente Northern California, Pleasanton, CA.ORCID 0000-0001-9136-1175
Erin J Aiello BowlesKaiser Permanente Washington Health Research Institute, Kaiser Permanente Washington, Seattle, WA.ORCID 0000-0001-6287-7391
Elizabeth D KantorDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.ORCID 0000-0002-9124-5323

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Hongbiao Carl Lekaye · 1985 to 2026
$347.4M
Risk-based Imaging Strategies to Improve Breast Cancer Surveillance OutcomesP01CA154292 · NCI · UNIVERSITY OF CALIFORNIA AT DAVIS · PI KARLA M KERLIKOWSKE · 2011 to 2026
$52.9M
Infrastructure for Pathways, a Prospective Study of Breast Cancer SurvivorshipU01CA195565 · NCI · KAISER FOUNDATION RESEARCH INSTITUTE · PI AMBROSONE, CHRISTINE B., KUSHI, LAWRENCE H · 2016 to 2025
$18.8M
CRN4: Cancer Research Resources & Collaboration in Integrated Health Care SystemsU24CA171524 · NCI · KAISER FOUNDATION RESEARCH INSTITUTE · PI KUSHI, LAWRENCE H · 2012 to 2016
$16.0M
Obesity, chemotherapy dosing, and breast cancer outcomesR37CA222793 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI KANTOR, ELIZABETH DAVID · 2018 to 2024
$4.0M
Social networks and disparities in health behaviors and breast cancer outcomes in immigrant womenR01CA230440 · NCI · KAISER FOUNDATION RESEARCH INSTITUTE · PI KROENKE, CANDYCE H · 2019 to 2024
$3.2M
An Electronic Health Record-Based Tool to Identify Newly Diagnosed Breast Cancer Patients at Risk of Low Social SupportR01CA253028 · NCI · KAISER FOUNDATION RESEARCH INSTITUTE · PI KROENKE, CANDYCE H · 2020 to 2025
$2.6M
Group Health Cancer Research Program Research Specialist AwardR50CA211115 · NCI · KAISER FOUNDATION RESEARCH INSTITUTE · PI BOWLES, ERIN JANELLE AIELLO · 2017 to 2021
$919k
NCI NIH HHS P01 CA154292NCI NIH HHS P30 CA008748NCI NIH HHS R01 CA230440NCI NIH HHS R01 CA253028NCI NIH HHS R37 CA222793NCI NIH HHS R50 CA211115NCI NIH HHS U01 CA195565NCI NIH HHS U24 CA171524
6 · The paper itself

Abstract

purposeWe evaluated the definitions of five comorbidities (renal and hepatic impairments, anemia, neutropenia, and thrombocytopenia) in women with breast cancer using data from electronic health records.

methodsIn 11,097 women receiving adjuvant chemotherapy for stage I-IIIA breast cancer at Kaiser Permanente Northern California or Kaiser Permanente Washington, we assessed comorbidity definitions in two commonly used lookback windows (1 year before diagnosis, T1; and extending until chemotherapy initiation, T1-2). Within each, we assessed data availability and agreement between International Classification of Diseases (ICD)-defined and lab-defined comorbidities of varying severity. To assess how different pieces of information may affect providers in making treatment decisions, we used multivariable logistic regression to evaluate four-category (with comorbidity indicated by both ICD and lab, ICD-only, lab-only, or neither) and collapsed binary (comorbidity indicated by either ICD or lab

resultsExtending the lookback period to chemotherapy initiation increased laboratory data availability (missingness ≤4.1% in T1-2

conclusionLeveraging both ICD and lab data and extending the lookback period to include postdiagnosis but prechemotherapy initiation may provide better capture of comorbidity. Future studies may consider validating our findings with a gold-standard comorbidity status and in other community health care settings.

Indexed as

Antineoplastic Combined Chemotherapy ProtocolsBreast NeoplasmsAdultAgedChemotherapy, AdjuvantCohort StudiesComorbidityElectronic Health RecordsFemaleHumansMiddle Aged

Identifiers

PMID39951671
PMCPMC11839177

What OpenQuestion holds

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Registered trials

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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.