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Record W4413411497 · doi:10.3390/life15091335

Hepatic T1 Mapping in Takotsubo Syndrome: A Preliminary Imaging Insight into the Cardiohepatic Axis

2025· article· en· W4413411497 on OpenAlexaboutno aff
Riccardo Cau, Alessandro Pinna, Maria Francesca Marchetti, Jasjit S. Suri, Roberta Montisci, Luca Saba

Bibliographic record

VenueLife · 2025
Typearticle
Languageen
FieldMedicine
TopicTakotsubo Cardiomyopathy and Associated Phenomena
Canadian institutionsnot available
Fundersnot available
KeywordsTakotsubo syndromeMedicineInternal medicineCardiomyopathy

Abstract

fetched live from OpenAlex

Background: Takotsubo syndrome (TS) is an acute heart failure characterized by transient systolic dysfunction of the left ventricle (LV). Given the complex cardiohepatic interactions in heart failure, the purpose of this study was to examine the role of hepatic T1 mapping in TS patients as an imaging biomarker of the cardiohepatic axis and to explore its correlation with demographics, laboratory data, and cardiovascular magnetic resonance (CMR) findings. Methods: In this retrospective pilot study, CMR was performed in 62 consecutive patients with TS (54 females, 73.47 ± 9.88 years). Additionally, 24 age- and sex-matched control subjects were included (20 females, 69.67 ± 6.88 years). A dedicated CMR software (CV42 6.0, CVI42, Circle Cardiovascular Imaging Inc., Calgary, AB, Canada) was used to assess atrial and ventricular strain parameters, as well as parametric mapping, including hepatic T1 mapping. Results: TS patients exhibited significantly higher hepatic T1 mapping values compared with the age-, sex-, and cardiovascular risk factor-matched control group (499.80 ± 141.86 vs. 425.26 ± 51.91, p = 0.017). In multivariable analysis, hepatic T1 mapping was independently associated with right ventricular (RV) longitudinal strain (β coefficient = 2.936, p = 0.007) and N-terminal pro-B-type natriuretic peptide (β coefficient = 2.395, p = 0.024). Conclusions: In this pilot study, hepatic T1 mapping was elevated in TS patients, suggesting its potential role as an imaging biomarker of cardiohepatic interaction. Hepatic T1 also showed independent associations with RV longitudinal strain and N-terminal pro-B-type natriuretic peptide, both well-known markers of adverse outcomes in TS. These preliminary findings warrant validation in larger studies.

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 score0.001
Threshold uncertainty score0.003

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)0.0010.000

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 head0.008
GPT teacher head0.234
Teacher spread0.226 · 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

Citations0
Published2025
Admission routes1
Has abstractyes

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