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Abstract 4141861: Detecting Acute Ischemia Prior to Troponin-I Rise Using Hyper-Acute Native T1 Mapping with Ultrastructural Tissue Validation: Implications for Rapid Diagnosis of Non-ST-Elevation Myocardial Infarction

2024· article· en· W4404360318 on OpenAlexaff
Shing Fai Chan, Ting Liu, Dhirendra Pratap Singh, Yuheng Huang, Hsin‐Jung Yang, Ghazal Yoosefian, Richard Tang, Andrew G. Howarth, Keyur Vora, Rohan Dharmakumar

Bibliographic record

VenueCirculation · 2024
Typearticle
Languageen
FieldMedicine
TopicCardiac Imaging and Diagnostics
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsMedicineCardiologyInternal medicineMyocardial infarctionTroponinIschemiaST elevationInfarctionPathology

Abstract

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Background and Hypothesis: Early detection of acute ischemia in non-ST-elevation MI (NSTEMI+) patients is crucial for timely treatment. Traditional biomarkers like high sensitivity cardiac troponin-I level [hs-cTnI] can take hours after myocardial injury to rise in NSTEMI+ patients and potentially delay diagnosis and treatment. We hypothesized that hyper-acute native T1 mapping with cardiac MRI (CMR) can rapidly identify ongoing ischemia. We studied this in canine models of ischemia and then in patients suspected of NSTEMI+. Methods: We performed LAD coronary artery ligation inside a CMR system to induce no-flow ischemia in a canine model (n=18) and performed repeat T1 and T2 mapping every 5 min. We also biopsied myocardial tissue at baseline and at defined time points from ischemic and remote areas. We used transmission electron microscopy (TEM) to analyze cardiac ultrastructure. Patients suspected of NSTEMI+ (n=16) underwent native cine, T1, and T2 CMR 3T. Results: T1 values increased significantly from 1182±51ms (baseline) to 1265±56ms (5 to 10 min after onset of ischemia), p<0.05; and continue to rise through 90 min (1327±56ms), while T2 values showed no significant changes over the first 90 min. TEM showed that the mitochondrial cristae density in ischemic zones was significantly decreased: 100±9.8%(baseline) vs 54±4.4% (5 min of ischemia), p<0.01, and decline to 40.6±9.8% by 90 min. After 5 min of ischemia, both mitochondrial width and circuity index showed no difference compared to baseline, but both paraments increased significantly: (a) mitochondrial width: 990.4±118.6nm (15 min of ischemia) vs 577±61nm (baseline), p<0.01; (b) circuity index: 0.87±0.04 (15 min of ischemia) vs 0.8±0.04 (baseline), p<0.01, and continued to rise and persist at high levels at 90 min: 1091±148 nm (mitochondrial width) and 0.94±0.01 (circuity index), respectively. Cristae number was significantly reduced 13.8±2.7 (baseline) vs 24.4±2.9 (5 min of ischemia), p<0.01, and remained low and reduced to 7.6±1.8 by 90 min. ΔT1 value in patients were significantly higher in NSTEMI+ than in NSTEMI- (11.51±3.7% vs 2.06±1.7%, p<0.0001), while [hs-cTnI] levels from NSTEMI+ gradually increased over time and were only significantly higher than NSTEMI-, several hours after CMR and peaked at 24 h (12.6±7.3% (24 h) vs 0.03±0.02% (baseline), p<0.05). Conclusions: Hyper-acute native T1 mapping has the potential to rapidly identify ongoing ischemia even in the absence of troponin-I rise.

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)0.000
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
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 head0.025
GPT teacher head0.319
Teacher spread0.294 · 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".

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Citations0
Published2024
Admission routes1
Has abstractyes

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