Evidence map›Paper›PMID 40025392›Full record

ArticleAdvances in therapy2025

Analysis of Real-World Progression and Insufficient Response Variables and Related Endpoints Among Patients with Non-Hodgkin Lymphoma.

Madeline Richey, Christina Fullerton, Qianyi Zhang, Tori Williams, Douglas Donnelly, Hannah C Wise, Aaron Dolor, Niquelle Wadé, Kelly Magee

Abstract read
In one paragraph

Article in Advances in therapy, 2025. 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

9 authors.

Madeline RicheyFlatiron Health, Inc., New York, USA.ORCID 0000-0002-5161-5182
Christina FullertonFlatiron Health, Inc., New York, USA.
Qianyi ZhangFlatiron Health, Inc., New York, USA.ORCID 0000-0002-7850-6701
Tori WilliamsFlatiron Health, Inc., New York, USA.
Douglas DonnellyFlatiron Health, Inc., New York, USA.
Hannah C WiseFlatiron Health, Inc., New York, USA.ORCID 0000-0001-6443-0390
Aaron DolorFlatiron Health, Inc., New York, USA.
Niquelle WadéFlatiron Health, Inc., New York, USA.
Kelly MageeFlatiron Health, Inc., New York, USA. kmagee@flatiron.com.ORCID 0000-0002-2511-4966

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionMethods for assessing change in tumor burden differ between clinical trial and routine clinical care settings, presenting a unique opportunity to design novel methods to capture clinical outcomes from electronic health record (EHR) data. We adapted a previously established approach for solid tumors and modified it to capture real-world progression (rwP) and real-world insufficient response (rwIR) events in non-Hodgkin lymphoma (NHL).

methodsThis study used a nationwide EHR-derived deidentified database. The first phase assessed the rwP/rwIR approach in patients with follicular lymphoma (FL) and diffuse large B cell lymphoma (DLBCL). The second phase assessed the approach in a larger cohort of patients with mantle cell lymphoma (MCL). Performance was assessed through inter-abstractor agreement on event occurrence, date, and type, clinician assessment and source data completeness, downstream events after an rwP/rwIR event, and time-to-event analyses (real-world progression-free [rwPFS] and event-free [rwEFS] survival) and their correlation with real-world overall survival (rwOS).

resultsA total of 6162 patients with NHL were included in the study, comprising 672 patients with FL (median age, 64 years; female, 49%; male, 51%), 405 patients with DLBCL (median age, 70 years; female, 42%; male, 58%), and 5085 patients with MCL (median age, 69 years; female, 27%; male, 73%). Inter-abstractor agreement among all cohorts was 96-97% for event occurrence and 85-89% for event date within 30 days. The proportion of patients with an rwP/rwIR event was 26% in the FL cohort, 27% in the DLBCL cohort, and 42% in the MCL cohort. Clinically relevant downstream events were observed in 58% of the FL cohort, 63% of the DLBCL cohort, and 73% of the MCL cohort. In the MCL cohort, median rwPFS was 34.5 months, and median rwEFS was 32.2 months. Real-world OS correlated more strongly with rwPFS (85%) than with rwEFS (80%).

conclusionsThe NHL-specific rwP/rwIR approach is feasible, reliable, and scalable. Observed inter-abstractor agreement and rwP/rwIR event frequency show applicability across NHL cohorts. Endpoint analyses and correlations with rwOS in a real-world population demonstrate the clinical relevance of this approach.

Indexed as

Electronic Health RecordsLymphoma, FollicularLymphoma, Large B-Cell, DiffuseLymphoma, Mantle-CellLymphoma, Non-HodgkinAgedDisease ProgressionFemaleHumansMaleMiddle AgedAbstractionElectronic health recordsNon-Hodgkin lymphomaOncologyReal-world dataReal-world evidence

Identifiers

PMID40025392
PMCPMC11929624

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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.