MétaCan
Menu
Back to cohort
Record W3007666278 · doi:10.1093/eurheartj/ehaa051

Cardiovascular magnetic resonance in immune checkpoint inhibitor-associated myocarditis

2020· article· en· W3007666278 on OpenAlexafffund
Lili Zhang, Magid Awadalla, Syed Mahmood, Anju Nohria, Malek Hassan, Franck Thuny, Daniel A. Zlotoff, Sean Murphy, James R. Stone, Doll Lauren Alexandra Golden, Raza M. Alvi, Adam Rokicki, Maeve Jones‐O’Connor, Justine V. Cohen, Lucie Heinzerling, Connor P. Mulligan, Merna Armanious, Ana Barac, Brian J. Forrestal, Ryan J. Sullivan, Raymond Y. Kwong, Eric H. Yang, Rongras Damrongwatanasuk, Carol L. Chen, Dipti Gupta, Michael Constantin Kirchberger, Javid J. Moslehi, Otávio R. Coelho‐Filho, Sarju Ganatra, Muhammad A. Rizvi, Gagan Sahni, Carlo G. Tocchetti, Valentina Mercurio, Michael Mahmoudi, Donald P. Lawrence, Kerry L. Reynolds, Jonathan W. Weinsaft, A. John Baksi, Stéphane Éderhy, John D. Groarke, Alexander R. Lyon, Michael G. Fradley, Paaladinesh Thavendiranathan, Tomas G. Neilan

Bibliographic record

VenueEuropean Heart Journal · 2020
Typearticle
Languageen
FieldMedicine
TopicCancer Immunotherapy and Biomarkers
Canadian institutionsToronto General HospitalUniversity of Toronto
FundersNational Institute of Allergy and Infectious DiseasesNational Heart, Lung, and Blood InstituteNational Cancer InstituteNational Institutes of HealthKohlberg FoundationCanadian Institutes of Health ResearchSarnoff Cardiovascular Research Foundation
KeywordsMedicineMyocarditisEjection fractionMaceCardiologyInternal medicineCardiogenic shockMagnetic resonance imagingHeart failureMyocardial infarctionRadiologyPercutaneous coronary intervention

Abstract

fetched live from OpenAlex

AIMS: Myocarditis is a potentially fatal complication of immune checkpoint inhibitors (ICI). Sparse data exist on the use of cardiovascular magnetic resonance (CMR) in ICI-associated myocarditis. In this study, the CMR characteristics and the association between CMR features and cardiovascular events among patients with ICI-associated myocarditis are presented. METHODS AND RESULTS: From an international registry of patients with ICI-associated myocarditis, clinical, CMR, and histopathological findings were collected. Major adverse cardiovascular events (MACE) were a composite of cardiovascular death, cardiogenic shock, cardiac arrest, and complete heart block. In 103 patients diagnosed with ICI-associated myocarditis who had a CMR, the mean left ventricular ejection fraction (LVEF) was 50%, and 61% of patients had an LVEF ≥50%. Late gadolinium enhancement (LGE) was present in 48% overall, 55% of the reduced EF, and 43% of the preserved EF cohort. Elevated T2-weighted short tau inversion recovery (STIR) was present in 28% overall, 30% of the reduced EF, and 26% of the preserved EF cohort. The presence of LGE increased from 21.6%, when CMR was performed within 4 days of admission to 72.0% when CMR was performed on Day 4 of admission or later. Fifty-six patients had cardiac pathology. Late gadolinium enhancement was present in 35% of patients with pathological fibrosis and elevated T2-weighted STIR signal was present in 26% with a lymphocytic infiltration. Forty-one patients (40%) had MACE over a follow-up time of 5 months. The presence of LGE, LGE pattern, or elevated T2-weighted STIR were not associated with MACE. CONCLUSION: These data suggest caution in reliance on LGE or a qualitative T2-STIR-only approach for the exclusion of ICI-associated myocarditis.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.026
GPT teacher head0.247
Teacher spread0.220 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations343
Published2020
Admission routes2
Has abstractyes

Explore more

Same venueEuropean Heart JournalSame topicCancer Immunotherapy and BiomarkersFrench-language works237,207