Evidence map›Paper›PMID 22425918›Full record

ArticleJournal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer2012

A multiplexed serum biomarker immunoassay panel discriminates clinical lung cancer patients from high-risk individuals found to be cancer-free by CT screening.

William L Bigbee, Vanathi Gopalakrishnan, Joel L Weissfeld, David O Wilson, Sanja Dacic, Anna E Lokshin, Jill M Siegfried

Registry-linked trialOpen access · bronzeAbstract read
In one paragraph

Article in Journal of thoracic oncology : official publication of the International Association for the Study of Lung Cancer, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05010863 (Gastric Cancer Marker Detection and Its Kit Development), which is not on this map. Cited by 43 papers.

0numbers the graph read from it
0cells of the map it votes in
43citing papers in PubMed
7.6field-weighted citation impact, top 2% 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.

NCT05010863 recruitingnot on this mapstarted 2021, after this paper: background citation

Gastric Cancer Marker Detection and Its Kit Development

Typeobservational_patient_registrySponsorSecond Affiliated Hospital of Wenzhou Medical UniversityRan2021 to 2030Enrolled530ConditionsGastric CancerArmsBlood collection
3 · Its place in the literature

Who cites it

43 citing papers in PubMed, 86 citations in OpenAlex.

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  14. Circulating GRP78 acts as a biomarker in the early diagnosis of lung cancer.International journal of clinical and experimental pathology · 2018
    Article
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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

7 authors at 2 institutions in 1 country.

William L BigbeeMass Spectrometry Platform, University of Pittsburgh Cancer Institute, Pittsburgh, PA, USA. bigbeewl@upmc.edu
Vanathi Gopalakrishnan
Joel L Weissfeld
David O Wilson
Sanja Dacic
Anna E Lokshin
Jill M Siegfried
University of Pittsburgh · USLuminex (United States) · US

Funding

VECTOR CORE FACILITYP30CA047904 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Jessie Nedrow · 1988 to 2026
$158.0M
Vitamin D3 Modulation of Inflammation and Lung Cancer RiskP50CA090440 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI DACIC, SANJA · 2001 to 2015
$34.6M
Serum Proteomic Biomarkers for Colon &Pancreatic CancerU01CA084968 · NCI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI BIGBEE, WILLIAM L · 1999 to 2009
$6.4M
NCI NIH HHS P30 CA047904NCI NIH HHS P50 CA090440NCI NIH HHS U01 CA084968
6 · The paper itself

Abstract

introductionClinical decision making in the setting of computed tomography (CT) screening could benefit from accessible biomarkers that help predict the level of lung cancer risk in high-risk individuals with indeterminate pulmonary nodules.

methodsTo identify candidate serum biomarkers, we measured 70 cancer-related proteins by Luminex xMAP (Luminex Corporation) multiplexed immunoassays in a training set of sera from 56 patients with biopsy-proven primary non-small-cell lung cancer and 56 age-, sex-, and smoking-matched CT-screened controls.

resultsWe identified a panel of 10 serum biomarkers-prolactin, transthyretin, thrombospondin-1, E-selectin, C-C motif chemokine 5, macrophage migration inhibitory factor, plasminogen activator inhibitor, receptor tyrosine-protein kinase, erbb-2, cytokeratin fragment 21.1, and serum amyloid A-that distinguished lung cancer patients from controls with an estimated balanced accuracy (average of sensitivity and specificity) of 76.0 ± 3.8% from 20-fold internal cross-validation. We then iteratively evaluated this model in an independent test and verification case/control studies confirming the initial classification performance of the panel. The classification performance of the 10-biomarker panel was also analytically validated using enzyme-linked immunosorbent assays in a second independent case/control population, further validating the robustness of the panel.

conclusionsThe performance of this 10-biomarker panel-based model was 77.1% sensitivity/76.2% specificity in cross-validation in the expanded training set, 73.3% sensitivity/93.3% specificity (balanced accuracy 83.3%) in the blinded verification set with the best discriminative performance in stage I/II cases: 85% sensitivity (balanced accuracy 89.2%). Importantly, the rate of misclassification of CT-screened controls was not different in most control subgroups with or without airflow obstruction or emphysema or pulmonary nodules. These biomarkers have potential to aid in the early detection of lung cancer and more accurate interpretation of indeterminate pulmonary nodules detected by CT screening.

Indexed as

AdultAgedAged, 80 and overBiomarkers, TumorEnzyme-Linked Immunosorbent AssayFemaleHumansLung NeoplasmsMaleMiddle AgedRiskSensitivity and SpecificityTomography, X-Ray ComputedBiomarkers, Tumor

Identifiers

PMID22425918
PMCPMC3308353
OpenAlexW2046968962

What OpenQuestion holds

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Registered trials

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.