Evidence map›Paper›PMID 41979596›Full record

ArticleCancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology2026

Spatial Clustering of Recently Activated Cytotoxic Lymphocytes Improves Association with Overall Survival in Women with High-Grade Serous Ovarian Cancer.

Alex C Soupir, Mary K Townsend, Cassandra A Hathaway, Jonathan Nguyen, Carlos Moran Segura, Daryoush Saeed-Vafa, Oscar E Ospina, Lauren C Peres, Jose R Conejo-Garcia, Kathryn L Terry and 2 more

Abstract read
In one paragraph

Article in Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

12 authors.

Alex C SoupirDepartment of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, Florida.ORCID 0000-0003-1251-9179
Mary K TownsendDepartment of Cancer Epidemiology, Moffitt Cancer Center, Tampa, Florida.ORCID 0000-0003-2452-4477
Cassandra A HathawayDepartment of Cancer Epidemiology, Moffitt Cancer Center, Tampa, Florida.ORCID 0000-0002-2919-0499
Jonathan NguyenDepartment of Pathology, Moffitt Cancer Center, Tampa, Florida.ORCID 0000-0001-6146-2047
Carlos Moran SeguraDepartment of Pathology, Moffitt Cancer Center, Tampa, Florida.ORCID 0000-0001-8702-0554
Daryoush Saeed-VafaDepartment of Pathology, Moffitt Cancer Center, Tampa, Florida.ORCID 0000-0001-5010-0964
Oscar E OspinaDepartment of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, Florida.ORCID 0000-0001-5986-4207
Lauren C PeresDepartment of Cancer Epidemiology, Moffitt Cancer Center, Tampa, Florida.ORCID 0000-0002-6620-8600
Jose R Conejo-GarciaDepartment of Immunology, Moffitt Cancer Center, Tampa, Florida.ORCID 0000-0001-6431-4074
Kathryn L TerryDepartment of Obstetrics and Gynecology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.ORCID 0009-0002-5848-4661
Shelley S TworogerDivision of Oncological Sciences, Knight Cancer Institute, Oregon Health and Science University, Portland, Oregon.ORCID 0000-0002-6986-7046
Brooke L FridleyDivision of Health Services and Outcomes Research, Children's Mercy Hospital, Kansas City, Missouri.ORCID 0000-0001-7739-7956

Funding

TRANSLATIONAL RESEARCHP30CA076292 · NCI · UNIVERSITY OF SOUTH FLORIDA · PI John L. Cleveland · 1998 to 2026
$93.5M
Statistical MethodsP01CA087969 · NCI · BRIGHAM AND WOMEN'S HOSPITAL · PI ELIASSEN, A. HEATHER, TAMIMI, RULLA M · 2000 to 2019
$77.8M
Life Course Cancer Epidemiology Cohort in WomenU01CA176726 · NCI · HARVARD UNIVERSITY D/B/A HARVARD SCHOOL OF PUBLIC HEALTH · PI ELIASSEN, A. HEATHER, WILLETT, WALTER C. · 2018 to 2025
$22.4M
Long Term Multidisciplinary Study of Cancer in Women: The Nurses Health StudyUM1CA186107 · NCI · BRIGHAM AND WOMEN'S HOSPITAL · PI ELIASSEN, A. HEATHER, STAMPFER, MEIR · 2014 to 2023
$22.3M
Changing Contraceptive Patterns and Ovarian Cancer RiskR01CA258679 · NCI · BRIGHAM AND WOMEN'S HOSPITAL · PI TERRY, KATHRYN L. · 2021 to 2025
$2.5M
Spatial and Bayesian modeling methods for assessment of the tumor immune microenvironment and survival of women with ovarian cancerR01CA279065 · NCI · H. LEE MOFFITT CANCER CTR & RES INST · PI Brooke L Fridley, Lauren Cole Peres · 2023 to 2026
$2.2M
James and Esther King Biomedical Research Program 9JK02NCI NIH HHS P01 CA087969NCI NIH HHS P01 CA87969NCI NIH HHS P30 CA076292NCI NIH HHS R01 CA258679NCI NIH HHS R01 CA279065NCI NIH HHS U01 CA176726NCI NIH HHS UM1 CA186107
6 · The paper itself

Abstract

backgroundA previous study found that adding the spatial context of tumor-infiltrating lymphocytes (TIL) and cytotoxic T lymphocytes (CTL) to abundance improved associations with overall survival (OS) of non-Hispanic Black women with high-grade serous ovarian cancer (HGSOC). This study set out to replicate previous findings in predominantly non-Hispanic White women HGSOC cohorts.

methodsMultiplex immunofluorescence was used to characterize TILs in HGSOC from women enrolled in three epidemiologic studies (N = 433). Spatial clustering of TILs was derived using a permutation approach for Ripley K. Cox proportional hazards models were used for associations of spatial clustering and abundance with OS.

resultsIn models assessing differences in spatial clustering within tumors with a high abundance of TILs (>1%), we found that spatial information significantly improved the model fit for the recently activated CTLs (likelihood ratio test P = 0.008), in which low spatial clustering in high abundance was associated with a decreased risk of mortality (hazard ratio = 0.31; 95% confidence interval, 0.14-0.70; P = 0.004) compared with when the recently activated CTLs were highly clustered.

conclusionsIn this study, we replicated the significantly improved association with OS in mostly White women with HGSOC by including spatial information for the recently activated CTLs. Further research is needed to understand the mechanisms by which recently activated spatial architecture affects survival from HGSOC. IMPACT: This study validates our previous findings that adding spatial context to abundance, especially CTLs or the recently activated CTLs, when performing survival analyses improves the fit of the models.

Identifiers

PMID41979596
PMCPMC13227091

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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.