Evidence map›Paper›PMID 27272349›Full record

ArticleThe Prostate2016

Novel Gene Expression Signature Predictive of Clinical Recurrence After Radical Prostatectomy in Early Stage Prostate Cancer Patients.

Ahva Shahabi, Juan Pablo Lewinger, Jie Ren, Craig April, Andy E Sherrod, Joseph G Hacia, Siamak Daneshmand, Inderbir Gill, Jacek K Pinski, Jian-Bing Fan and 1 more

Abstract read
In one paragraph

Article in The Prostate, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

13 citing papers in PubMed.

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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

11 authors.

Ahva ShahabiDepartment of Preventive Medicine, Keck School of Medicine of USC, Norris Comprehensive Cancer Center, Los Angeles, California.
Juan Pablo LewingerDepartment of Preventive Medicine, Keck School of Medicine of USC, Norris Comprehensive Cancer Center, Los Angeles, California.
Jie RenDepartment of Preventive Medicine, Keck School of Medicine of USC, Norris Comprehensive Cancer Center, Los Angeles, California.
Craig AprilIllumina, Inc., San Diego, California.
Andy E SherrodDepartment of Pathology, Norris Comprehensive Cancer Center, Keck School of Medicine of USC, Los Angeles, California.
Joseph G HaciaDepartment of Biochemistry and Molecular Biology, Keck School of Medicine of USC, Los Angeles, California.
Siamak DaneshmandDepartment of Urology and USC Institute of Urology, Norris Comprehensive Cancer Center, Keck School of Medicine of USC, Los Angeles, California.
Inderbir GillDepartment of Urology and USC Institute of Urology, Norris Comprehensive Cancer Center, Keck School of Medicine of USC, Los Angeles, California.
Jacek K PinskiDepartment of Medicine, Norris Comprehensive Cancer Center, Keck School of Medicine of USC, Los Angeles, California.
Jian-Bing FanIllumina, Inc., San Diego, California.
Mariana C SternDepartment of Preventive Medicine, Keck School of Medicine of USC, Norris Comprehensive Cancer Center, Los Angeles, California.

Funding

USC/NORRIS COMPREHENSIVE CANCER CENTER (CORE) SUPPORTP30CA014089 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI MYLES G COCKBURN · 1985 to 2026
$181.4M
Los Angeles Basin Clinical and Translational Science InstituteTL1RR031992 · NCRR · UNIVERSITY OF SOUTHERN CALIFORNIA · PI BUCHANAN, THOMAS A · 2010 to 2011
$327k
NCI NIH HHS P30 CA014089NCRR NIH HHS TL1 RR031992
6 · The paper itself

Abstract

backgroundCurrent clinical tools have limited accuracy in differentiating patients with localized prostate cancer who are at risk of recurrence from patients with indolent disease. We aimed to identify a gene expression signature that jointly with clinical variables could improve upon the prediction of clinical recurrence after RP for patients with stage T2 PCa.

methodsThe study population includes consented patients who underwent a radical retropubic prostatectomy (RP) and bilateral pelvic lymph node dissection at the University of Southern California in the PSA-era (1988-2008). We used a nested case-control study of 187 organ-confined patients (pT2N0M0): 154 with no recurrence ("controls") and 33 with clinical recurrence ("cases"). RNA was obtained from laser capture microdissected malignant glands representative of the overall Gleason score of each patient. Whole genome gene expression profiles (29,000 transcripts) were obtained using the Whole Genome DASL HT platform (Illumina, Inc). A gene expression signature of PCa clinical recurrence was identified using stability selection with elastic net regularized logistic regression. Three existing datasets generated with the Affymetrix Human Exon 1.0ST array were used for validation: Mayo Clinic (MC, n = 545), Memorial Sloan Kettering Cancer Center (SKCC, n = 150), and Erasmus Medical Center (EMC, n = 48). The areas under the ROC curve (AUCs) were obtained using repeated fivefold cross-validation.

resultsA 28-gene expression signature was identified that jointly with key clinical variables (age, Gleason score, pre-operative PSA level, and operation year) was predictive of clinical recurrence (AUC of clinical variables only was 0.67, AUC of clinical variables, and 28-gene signature was 0.99). The AUC of this gene signature fitted in each of the external datasets jointly with clinical variables was 0.75 (0.72-0.77) (MC), 0.90 (0.86-0.94) (MSKCC), and 0.82 (0.74-0.91) (EMC), whereas the AUC for clinical variables only in each dataset was 0.72 (0.70-0.74), 0.86 (0.82-0.91), and 0.76 (0.67-0.85), respectively.

conclusionsWe report a novel gene-expression based classifier identified using agnostic approaches from whole genome expression profiles that can improve upon the accuracy of clinical indicators to stratify early stage localized patients at risk of clinical recurrence after RP. Prostate 76:1239-1256, 2016. © 2016 Wiley Periodicals, Inc.

Indexed as

ProstatectomyAdultAgedAged, 80 and overCase-Control StudiesFollow-Up StudiesGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMaleMiddle AgedNeoplasm Recurrence, LocalPredictive Value of TestsProstatic Neoplasmsclinical recurrencegene expressionstability selectionstage II

Identifiers

PMID27272349
PMCPMC9015679

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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.