Evidence map›Paper›PMID 35430670›Full record

ArticleAdvances in therapy2022

Analysis of a Real-World Progression Variable and Related Endpoints for Patients with Five Different Cancer Types.

Aracelis Z Torres, Nathan C Nussbaum, Christina M Parrinello, Ariel B Bourla, Bryan E Bowser, Samuel Wagner, David C Tabano, Daniel George, Rebecca A Miksad

Abstract read
In one paragraph

Article in Advances in therapy, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed, 1 pooled it
–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

22 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Treatments for renal cell carcinoma: NICE Pilot Treatment Pathways Appraisal.Health technology assessment (Winchester, England) · 2026
    Pooled it
  2. LRP1b Loss Predicts Sensitivity to Immunotherapy in Patients with NSCLC: An Analysis of the Phase III CheckMate-026 Randomized Trial.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025
    Trial
  3. Observational
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Genomic medicine for the 21Annals of the Royal College of Surgeons of England · 2024
    Article
  18. Article
  19. Review
  20. 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.

Aracelis Z TorresFlatiron Health, Inc., 233 Spring Street, Fifth Floor, New York, NY, 10025, USA.
Nathan C NussbaumFlatiron Health, Inc., 233 Spring Street, Fifth Floor, New York, NY, 10025, USA.
Christina M ParrinelloFlatiron Health, Inc., 233 Spring Street, Fifth Floor, New York, NY, 10025, USA.
Ariel B BourlaFlatiron Health, Inc., 233 Spring Street, Fifth Floor, New York, NY, 10025, USA.
Bryan E BowserFlatiron Health, Inc., 233 Spring Street, Fifth Floor, New York, NY, 10025, USA.
Samuel WagnerBristol-Myers Squibb, Princeton, NJ, USA.
David C TabanoBristol-Myers Squibb, Princeton, NJ, USA.
Daniel GeorgeDuke University, Durham, NC, USA.
Rebecca A MiksadFlatiron Health, Inc., 233 Spring Street, Fifth Floor, New York, NY, 10025, USA. ramiksad@flatiron.com.ORCID http://orcid.org/0000-0002-9838-0544

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionWe previously demonstrated that real-world progression (rwP) can be ascertained from unstructured electronic health record (EHR)-derived documents using a novel abstraction approach for patients with advanced non-small cell lung cancer (base case). The objective of this methodological study was to assess the reliability, clinical relevance, and the need for disease-specific adjustments of this abstraction approach in five additional solid tumor types.

methodsPatients with metastatic breast cancer (mBC), advanced melanoma (aMel), small cell lung cancer (SCLC), metastatic renal cell carcinoma (mRCC), and advanced gastric/esophageal cancer (aGEC) were selected from a real-world database. Disease-specific additions to the base case were implemented as needed. The resulting abstraction approach was applied to each disease cohort to capture rwP events and dates. To provide comprehensive clinical context, real-world progression-free survival (rwPFS) and time to progression (rwTTP) were compared to real-world overall survival (rwOS), time to next treatment (rwTTNT), and time to treatment discontinuation (rwTTD). Endpoint estimates were assessed using the Kaplan-Meier method. Correlations between real-world endpoints and rwOS were calculated using Spearman's ρ.

resultsAdditions to the base-case rwP abstraction approach were required for mBC, aMel, and SCLC. Inter-abstractor agreement for rwP occurrence, irrespective of date, ranged from 88% to 97%. Occurrence of clinically relevant downstream events (new antineoplastic systemic therapy start, antineoplastic systemic therapy end, or death relative to the rwP event) ranged from 59% (aMel) to 72% (mBC). Median rwPFS ranged from 3.7 (aMel) to 7.7 (mBC) months, and median rwTTP ranged from 4.6 (aMel) to 8.3 (mRCC) months. Correlations between rwOS and rwPFS ranged from 0.52 (aMel) to 0.82 (SCLC). The correlation between rwOS and rwTTD was often lower relative to other comparisons (range 0.40-0.62).

conclusionDerivation of a rwP variable from EHR documentation is feasible and reliable across the five solid tumors. Endpoint analyses show that rwP produces clinically meaningful information.

Indexed as

Breast NeoplasmsCarcinoma, Non-Small-Cell LungCarcinoma, Renal CellKidney NeoplasmsLung NeoplasmsSmall Cell Lung CarcinomaFemaleHumansReproducibility of ResultsRetrospective StudiesAbstractionElectronic health recordOncologyReal-world dataSurvival

Identifiers

PMID35430670
PMCPMC9123022

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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.