Evidence map›Paper›PMID 27221993›Full record

ArticleJournal of oncology practice2016

Use of Gene Expression Profiling and Chemotherapy in Early-Stage Breast Cancer: A Study of Linked Electronic Medical Records, Cancer Registry Data, and Genomic Data Across Two Health Care Systems.

Anosheh Afghahi, Maya Mathur, Caroline A Thompson, Aya Mitani, Joseph Rigdon, Manisha Desai, Peter P Yu, Monique A de Bruin, Tina Seto, Cliff Olson and 7 more

Open access · bronzeAbstract read
In one paragraph

Article in Journal of oncology practice, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
1.2field-weighted citation impact, top 23% 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, 12 citations in OpenAlex.

  1. Review
  2. Review
  3. Article
  4. Article
  5. Patient Experiences and Clinician Views on the Role of Radiation Therapy for Ductal Carcinoma In Situ.International journal of radiation oncology, biology, physics · 2018
    Article
  6. Cost Effectiveness of Gene Expression Profile Testing in Community Practice.Journal of clinical oncology : official journal of the American Society of Clinical Oncology · 2018
    Article
  7. 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

17 authors at 3 institutions in 1 country.

Anosheh AfghahiStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Maya MathurStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Caroline A ThompsonStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Aya MitaniStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Joseph RigdonStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Manisha DesaiStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Peter P YuStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Monique A de BruinStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Tina SetoStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Cliff OlsonStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Pragati KenkareStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Scarlett L GomezStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Amar K DasStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Harold S LuftStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
George W SledgeStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Amy P SingStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH.
Allison W KurianStanford University School of Medicine, Stanford; Palo Alto Medical Foundation Research Institute, Palo Alto; San Diego State University, San Diego; Cancer Prevention Institute of California, Fremont; Genomic Health Inc, Redwood City, CA; and Geisel School of Medicine, Lebanon, NH akurian@stanford.edu.
Stanford University · USGenomic Health (United States) · USCancer Prevention Institute of California · US

Funding

Spectrum Stanford Center for clinical and Translational Research and EducationUL1TR001085 · NCATS · STANFORD UNIVERSITY · PI CULLEN, MARK RICHARD, GREENBERG, HARRY BERNARD · 2013 to 2017
$37.1M
CALIFORNIA'S PARTICIPATION IN THE NATIONAL CANCER PREVENTION AND CONTRO PROGRAMU58DP000807 · DP · PUBLIC HEALTH INSTITUTE · PI SNIPES, KURT P · 2007 to 2011
$22.5M
Stanford Center for Clinical and Translational Education and Research (SCCTER)UL1UL1RR025744 · NCRR · STANFORD UNIVERSITY · PI GREENBERG, HARRY BERNARD · 2008 to 2011
$22.4M
UC San Diego Clinical and Translational Research InstituteKL2TR001444 · NCATS · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI DEPP, COLIN A. · 2015 to 2024
$15.4M
NCATS NIH HHS KL2 TR001444NCATS NIH HHS UL1 TR001085NCCDPHP CDC HHS U58 DP000807NCI NIH HHS HHSN261201000034CNCI NIH HHS HHSN261201000035CNCI NIH HHS HHSN261201000035INCI NIH HHS HHSN261201000140CNCRR NIH HHS UL1 RR025744
6 · The paper itself

Abstract

purposeThe 21-gene recurrence score (RS) identifies patients with breast cancer who derive little benefit from chemotherapy; it may reduce unwarranted variability in the use of chemotherapy. We tested whether the use of RS seems to guide chemotherapy receipt across different cancer care settings.

methodsWe developed a retrospective cohort of patients with breast cancer by using electronic medical record data from Stanford University (hereafter University) and Palo Alto Medical Foundation (hereafter Community) linked with demographic and staging data from the California Cancer Registry and RS results from the testing laboratory (Genomic Health Inc., Redwood City, CA). Multivariable analysis was performed to identify predictors of RS and chemotherapy use.

resultsIn all, 10,125 patients with breast cancer were diagnosed in the University or Community systems from 2005 to 2011; 2,418 (23.9%) met RS guidelines criteria, of whom 15.6% received RS. RS was less often used for patients with involved lymph nodes, higher tumor grade, and age < 40 or ≥ 65 years. Among RS recipients, chemotherapy receipt was associated with a higher score (intermediate v low: odds ratio, 3.66; 95% CI, 1.94 to 6.91). A total of 293 patients (10.6%) received care in both health care systems (hereafter dual use); although receipt of RS was associated with dual use (v University: odds ratio, 1.73; 95% CI, 1.18 to 2.55), there was no difference in use of chemotherapy after RS by health care setting.

conclusionAlthough there was greater use of RS for patients who sought care in more than one health care setting, use of chemotherapy followed RS guidance in University and Community health care systems. These results suggest that precision medicine may help optimize cancer treatment across health care settings.

Indexed as

Gene Expression ProfilingAdultAgedBreast NeoplasmsDelivery of Health CareElectronic Health RecordsFemaleGenomicsHumansMiddle AgedSEER Program

Identifiers

PMID27221993
PMCPMC4957259
OpenAlexW2399742783

What OpenQuestion holds

Textmetadata
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.