Evidence map›Paper›PMID 29799911›Full record

ArticleJAMA surgery2018

Performance of a Genomic Sequencing Classifier for the Preoperative Diagnosis of Cytologically Indeterminate Thyroid Nodules.

Kepal N Patel, Trevor E Angell, Joshua Babiarz, Neil M Barth, Thomas Blevins, Quan-Yang Duh, Ronald A Ghossein, R Mack Harrell, Jing Huang, Giulia C Kennedy and 12 more

Open access · bronzeAbstract readMulticenter StudyValidation Study
In one paragraph

Article in JAMA surgery, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 167 papers, 7 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
167citing papers in PubMed, 7 pooled it
26.7field-weighted citation impact, top 1% 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

167 citing papers in PubMed, 7 syntheses or guidelines pooled it, 372 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
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  4. Guideline
  5. Real-World Performance of the Afirma Genomic Sequencing Classifier (GSC)-A Meta-analysis.The Journal of clinical endocrinology and metabolism · 2023
    Pooled it
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  8. Trial
  9. Trial
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  12. Article
  13. Article
  14. The Diagnostic Performance of Afirma Genomic Sequencing Classifier in Black and Hispanic Patients With Indeterminate Thyroid Nodules.Otolaryngology--head and neck surgery : official journal of American Academy of Otolaryngology-Head and Neck Surgery · 2026
    Article
  15. Article
  16. Article
  17. Article
  18. Genomics and Multi-Omics to Guide Clinical Management in Thyroid Cancer.International journal of molecular sciences · 2026
    Review
  19. Article
  20. Article

107 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

22 authors at 11 institutions in 1 country.

Kepal N PatelDivision of Endocrine Surgery, Department of Surgery, New York University Langone Medical Center, New York.
Trevor E AngellDivision of Endocrinology, Diabetes, and Hypertension, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.
Joshua BabiarzDepartment of Research and Development, Veracyte Inc, San Francisco, California.
Neil M BarthDepartment of Medical Affairs, Veracyte Inc, San Francisco, California.
Thomas BlevinsTexas Diabetes and Endocrinology, Austin.
Quan-Yang DuhSection of Endocrine Surgery, Department of Surgery, University of California, San Francisco.
Ronald A GhosseinDivision of Head and Neck Pathology, Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, New York.
R Mack HarrellThe Memorial Center for Integrative Endocrine Surgery, Hollywood, Florida.
Jing HuangDepartment of Research and Development, Veracyte Inc, San Francisco, California.
Giulia C KennedyDepartment of Research and Development, Veracyte Inc, San Francisco, California.
Su Yeon KimDepartment of Research and Development, Veracyte Inc, San Francisco, California.
Richard T KloosDepartment of Medical Affairs, Veracyte Inc, San Francisco, California.
Virginia A LiVolsiAnatomic Pathology Division, Department of Pathology and Laboratory Medicine, University of Pennsylvania School of Medicine, Philadelphia.
Gregory W RandolphDivision of Thyroid and Parathyroid Endocrine Surgery, Department of Otolaryngology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston.
Peter M SadowHead and Neck Pathology Subspecialty, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston.
Michael H ShanikEndocrine Associates of Long Island, Smithtown, New York.
Julie A SosaSection of Endocrine Surgery, Department of Surgery, Duke Cancer Institute, Duke University Medical Center, Durham, North Carolina.
S Thomas TraweekThyroid Cytopathology Partners, Austin, Texas.
P Sean WalshDepartment of Research and Development, Veracyte Inc, San Francisco, California.
Duncan WhitneyDepartment of Research and Development, Veracyte Inc, San Francisco, California.
Michael W YehDepartment of Surgery, Endocrine Surgery Program, David Geffen School of Medicine at UCLA, University of California, Los Angeles.
Paul W LadensonDivision of Endocrinology, Diabetes, and Metabolism, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland.
Veracyte (United States) · USHarvard University · USDuke Medical Center · USJohns Hopkins Medicine · USMassachusetts Eye and Ear Infirmary · USMemorial Sloan Kettering Cancer Center · USNYU Langone Health · USTexas Diabetes & Endocrinology · USUniversity of California, Los Angeles · USUniversity of California, San Francisco · USUniversity of Pennsylvania · US

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Nicholas D Socci · 1985 to 2026
$347.4M
NCI NIH HHS P30 CA008748
6 · The paper itself

Abstract

Importance: Use of next-generation sequencing of RNA and machine learning algorithms can classify the risk of malignancy in cytologically indeterminate thyroid nodules to limit unnecessary diagnostic surgery. Objective: To measure the performance of a genomic sequencing classifier for cytologically indeterminate thyroid nodules. Design, Setting, and Participants: A blinded validation study was conducted on a set of cytologically indeterminate thyroid nodules collected by fine-needle aspiration biopsy between June 2009 and December 2010 from 49 academic and community centers in the United States. All patients underwent surgery without genomic information and were assigned a histopathology diagnosis by an expert panel blinded to all genomic information. There were 210 potentially eligible thyroid biopsy samples with Bethesda III or IV indeterminate cytopathology that constituted a cohort previously used to validate the gene expression classifier. Of these, 191 samples (91.0%) had adequate residual RNA for validation of the genomic sequencing classifier. Algorithm development and independent validation occurred between August 2016 and May 2017. Exposures: Thyroid nodule surgical histopathology diagnosis by an expert panel blinded to all genomic data. Main Outcomes and Measures: The primary end point was measurement of genomic sequencing classifier sensitivity, specificity, and negative and positive predictive values in biopsies from Bethesda III and IV nodules. The secondary end point was measurement of classifier performance in biopsies from Bethesda II, V, and VI nodules. Results: Of the 183 included patients, 142 (77.6%) were women, and the mean (range) age was 51.7 (22.0-85.0) years. The genomic sequencing classifier had a sensitivity of 91% (95% CI, 79-98) and a specificity of 68% (95% CI, 60-76). At 24% cancer prevalence, the negative predictive value was 96% (95% CI, 90-99) and the positive predictive value was 47% (95% CI, 36-58). Conclusions and Relevance: The genomic sequencing classifier demonstrates high sensitivity and accuracy for identifying benign nodules. Its 36% increase in specificity compared with the gene expression classifier potentially increases the number of patients with benign nodules who can safely avoid unnecessary diagnostic surgery.

Indexed as

AlgorithmsThyroidectomyAdultAgedAged, 80 and overBiopsy, Fine-NeedleDiagnosis, DifferentialFemaleGene Expression ProfilingHumansMaleMiddle AgedPreoperative PeriodReproducibility of ResultsRNA, NeoplasmThyroid GlandRNA, Neoplasm

Identifiers

PMID29799911
PMCPMC6583881
OpenAlexW2804198114

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.