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The Utility of Sex-Specific Cut-offs for High-Sensitivity Troponin T for Long-Term All-cause Mortality Risk Assessment in Heart Failure Cover

The Utility of Sex-Specific Cut-offs for High-Sensitivity Troponin T for Long-Term All-cause Mortality Risk Assessment in Heart Failure

Open Access
|Apr 2026

Figures & Tables

Figure 1:

PRISMA consort flow diagram of the study

Figure 2:

Graphical abstract. Derivation of sex-specific hs-TnT cut-off values and their implementation in survival analysis

Figure 3:

Survival analysis stratified by hs-TnT values for A. Women, and B. Men

Figure 4:

Hierarchical Cox Regression Analysis showing the incremental clinical value of sex-specific increased hs-TnT

Stepwise multivariable Cox analysis for all-cause long-term mortality

Independent predictors for all-cause long-term mortality
MenWomen
HR* (95%CI)p value HR** (95%CI)p value
Hemoglobin (per 1g/dl)0.88 (0.78 – 0.98)0.021Age (per 1 year)1.05 (1.02 – 1.09)0.003
LnNT-proBNP (per 1 unit)1.28 (1.03 – 1.59)0.025LnNT-proBNP (per 1 unit)1.22 (1.01 – 1.47)0.035
hs-TnT > 19.04 pg/mL1.91 (1.07 – 3.41)0.029hs-TnT > 15.83 pg/mL3.54 (2.07 – 6.07)< 0.001

Baseline characteristics for outcome sex-specific hs-TnT cut-off groups in men and women_

A. Categorical variables

MenWomen

Variablehs-TnT <19.02 pg/mL n (%)hs-TnT ≥19.02 pg/mL n (%)OR (95% CI)phs-TnT <15.83 pg/mL n (%)hs-TnT ≥15.83 pg/mL n (%)OR (95% CI)p
Heart failure characteristics

NYHA III and IV38 (39.20 %)55 (64.00 %)2.75 (1.51–5.03)0.00166 (48.18 %)60 (71.43 %)2.69 (1.51 –4.80)0.001
Clinical congestion25 (25.80 %)48 (55.80 %)3.64 (1.95–6.78)<0.0 0139 (28.47 %)45 (53.57 %)2.90 (1.64 –5.11)<0.0 01

Hospitalization outcome

Extended stay (>7 days)16 (16.50 %)36 (41.90 %)3.65 (1.84–7.24)<0.0 0112 (8.76 %)33 (40.24 %)7.02 (3.35 –14.68)<0.0 01

Comorbidities and risk factors

Hypertension76 (78.40 %)65 (75.60 %)0.86 (0.43–1.70)0.657117 (85.40 %)67 (79.76 %)0.67 (0.33 –1.37)0.276
COPD9 (9.30 %)7 (8.10 %)0.87 (0.31–2.44)0.7850 (0.00 %)3 (3.57%)Not estimable0.054*
Prior stroke7 (7.20 %)13 (15.10 %)2.29 (0.87–6.04)0.08715 (10.95 %)14 (16.67 %)1.63 (0.74 –3.57)0.222
Atrial fibrillation45 (46.40 %)42 (48.80 %)1.10 (0.62–1.97)0.74159 (43.07 %)45 (53.57 %)1.53 (0.88 –2.63)0.129
Ischemic heart disease51 (52.60 %)40 (46.50 %)0.78 (0.44–1.40)0.41353 (38.69 %)32 (38.10 %)0.98 (0.56 –1.71)0.930
Prior myocardial infarction36 (37.10 %)32 (37.20 %)1.00 (0.55–1.83)0.98922 (16.06 %)16 (19.05 %)1.23 (0.60 –2.50)0.568
Type 2 diabetes30 (30.90 %)30 (34.90 %)1.20 (0.65–2.22)0.56939 (28.47 %)32 (38.10 %)1.55 (0.87 –2.75)0.137
Obesity42 (43.30 %)32 (37.20 %)0.78 (0.43–1.40)0.40269 (50.36 %)34 (40.48 %)0.67 (0.39 –1.16)0.15 3
Peripheral artery disease11 (11.30 %)10 (11.60 %)1.03 (0.41–2.56)0.9517 (5.11 %)5 (5.95%)1.18 (0.36 –3.83)0.769*
Chronic kidney disease41 (42.30 %)58 (67.40 %)2.83 (1.55–5.18)0.00164 (46.72 %)66 (78.57%)4.18 (2.25 –7.77)<0.0 01

Echocardiographic characteristics

Severe aortic stenosis1 (1.00%)1 (1.20%)1.13 (0.07–18.34)1.000*0 (0.00%)4 (4.76%)Not estimable0.020*
Severe aortic regurgitation0 (0.00%)2 (2.30%)Not estimable0.219*0 (0.00%)3 (3.57%)Not estimable0.054*
Severe mitral regurgitation (grade 3–4)8 (8.20%)17 (19.80 %)2.74 (1.12–6.72)0.02410 (7.30%)22 (26.19%)4.51 (2.01–10.10)<0.001
Severe tricuspid regurgitation9 (9.30%)13 (15.10 %)1.74 (0.70–4.30)0.22613 (9.49%)22 (26.19%)3.38 (1.60 –7.17)0.001
Pulmonary hypertension36 (37.10 %)49 (57.00 %)2.24 (1.24–4.06)0.00758 (42.34 %)52 (61.90%)2.21 (1.27 –3.86)0.005
Pericardial effusion5 (5.20%)4 (4.70%)0.90 (0.23–3.46)1.000*8 (5.84%)10 (11.90%)2.18 (0.82–5.76)0.110

Biological characteristics

eGFR <60 mL/min/1.73 m215 (15.50 %)37 (43.00 %)4.13 (2.06–8.28)<0.00134 (24.82 %)47 (55.95%)3.85 (2.16–6.87)<0.001

Independent parameters associated with increased hs-TnT - Multivariable analysis

Men hs-TnT > 19.02 pg/mLWomen hs-TnT > 15.83 pg/mL
HR* (95%CI)p value HR** (95%CI)p value
Clinical congestion2.24 (1.16 – 5.07)0.019Age1.08 (1.02 – 1.14)0.005
LnNT-proBNP3.30 (1.42 – 7.67)0.005LnNT-proBNP4.22 (2.02 – 8.81)< 0.001
eGFR0.97 (0.95 – 0.99)0.001eGFR0.98 (0.96 – 0.99)0.016
LVEF0.96 (0.93 – 0.99)0.027

General characteristics for male and female patients

Demographics and risk factorsEntire group (n=404)Female (n=221)Male (n=183)p value*
General characteristics

Age (years)71.87 (±10.06)74.24 (±8.93)69.00 (±10.61)<0.001
Systolic BP (mmHg)144.77 (±29.14)147.29 (±30.53)141.80 (±27.21)0.077
Dyastolic BP (mmHg)81.39 (±13.62)82.44 (±13.59)80.15 (±13.60)0.115
Heart rate (bpm)85.01 (±25.63)85.60 (±26.32)84.28 (±24.79)0.624

Heart failure characteristics

HFrEF129 (31.9%)50 (22.6%)79 (43.2%)<0.001
HFmrEF121 (30.0%)69 (31.2%)52 (28.4%)
HFpEF152 (37.6%)102 (46.2%)50 (27.3%)
NYHA class III243 (60.1%)134 (60.6%)109 (59.6%)0.827
NYHA class IV58 (14.5%)32 (14.5%)26 (14.5%)0.995

Hospitalization outcome

Length of stay (days)6.00 [5.00–8.00]6.00 [4.00–8.00]6.00 [5.00–9.75]0.498
Extended stay97 (24.1%)45 (20.5%)52 (28.4%)0.066
All cause mortality149 (36.9%)78 (35.3%)71 (38.8%)0.467

Comorbidities and risk factors

Arterial Hypertension325 (80.4%)184 (83.3%)141 (77.0%)0.117
COPD19 (4.7%)3 (1.4%)16 (8.7%)<0.001
History of stroke49 (12.1%)29 (13.1%)20 (10.9%)0.501
Atrial fibrillation191 (47.3%)104 (47.1%)87 (47.5%)0.923
Ischemic heart disease176 (43.6%)85 (38.5%)91 (49.7%)0.023
Prior myocardial infarction106 (26.2%)38 (17.2%)68 (37.2%)<0.001
Chronic kidney disease229 (56.7%)130 (58.8%)99 (54.1%)0.340
Type 2 Diabetes Mellitus131(32.4%)71 (32.1%)60 (32.8%)0.888
Obesity177 (43.8%)103 (46.6%)74 (40.4%)0.213
Thyroid dysfunction36 (8.9%)30 (13.6%)6 (3.3%)0.003

Echocardiographic characteristics

LVEF42.06 (±12.48)44.59 (±11.54)39.12 (±12.91)<0.001
Severe aortic stenosis6 (1.5%)4 (1.8%)2 (1.1%)0.553
Severe aortic regurgitation5 (1.2%)3 (1.4%)2 (1.1%)0.811
Severe mitral regurgitation57 (14.1%)32 (14.5%)25 (13.7%)0.814
Pulmonary hypertension195 (48.3%)110 (49.8%)85 (46.4%)0.505
Pericardial effusion27 (6.7%)18 (8.1%)9 (4.9%)0.196
Aortic atheromatosis151 (37.4%)95 (43.0%)56 (30.6%)0.036

Biological characteristics

Haemoglobin (g/dl)13.13 (±1.91)12.61 (±1.70)13.77 (±1.98)<0.001
ESR (mm/h)19.00 [8.75–34.00]20.50 [10.00–33.25]17.50 [7.00–34.00]0.020
Serum Na (mmol/L)139.65 (±7.94)140.05 (±4.56)139.15 (±10.75)0.262
Serum K (mmol/L)4.36 (±0.50)4.34 (±0.55)4.38 (±0.43)0.469
eGFR (ml/min/1.73 m2)71.92 [55.06–88.75]66.16 [49.09–84.39]78.29 [57.35–89.37]0.026
Glycemia (mg/dL)107.50 [94.00–134.50]111.50 [98.00–139.25]105.00 [88.75–126.75]0.401
Total cholesterol (mg/dL)163.80 [137.00–207.25]172.75 [140.75–223.15]155.00 [127.35–190.75]0.010
AST (UI/L)21.50 [17.47–28.57]21.00 [17.07–28.22]21.60 [17.62–28.72]0.264
ALT (UI/L)18.10 [14.00–26.15]17.50 [13.45–24.85]19.90 [14.12–31.55]0.030
NT-proBNP (ng/L)1687.50 [622.20–4319.75]1607.50 [504.62–3860.75]1777.50 [766.77–4859.00]0.595
hs-TnT (pg/mL)17.06 [10.43–29.42]14.18 [9.21–25.25]22.44 [12.77–33.53]<0.001

Troponin cut-off for all-cause mortality stratified by sex and LVEF

MenWomen
AUC 95%CICut-off Se, Spp valueAUC 95%CICut-off Se, Spp value
LVEF < 50%0.644, 0.557–0.726> 23.25 64.29%, 63.64%0.0040.742 0.654–0.818> 16.50 75.00%, 73.13%<0.001
LVEF ≥ 50%0.690 0.543–0.813>10.96 86.67%, 48.57%0.0150.772 0.678–0.849> 15.05 61.54%, 82.89%<0.001

Univariate Cox regression for all-cause mortality-comparison across groups

PredictorMenWomen

HR95% CIpHR95% CIp
General characteristics

Age (per 1 year)1.031.01–1.050.0131.081.05–1.11<0.001

Heart failure characteristics

NYHA III and IV1.821.13–2.940.0142.141.32–3.490.002
Clinical congestion1.741.09–2.770.0201.871.20–2.920.006

Cardiovascular risk factors and comorbidities

HTN0.760.45–1.280.2980.630.37–1.090.097
Atrial fibrillation1.320.83–2.110.2401.961.24–3.080.004
Prior stroke1.470.75–2.880.2581.090.58–2.060.797
IHD1.140.72–1.820.5800.770.48–1.230.270
Prior MI1.360.85–2.180.2030.910.50–1.650.759
Type 2 diabetes0.820.49–1.370.4441.240.78–1.970.358
CKD1.781.09–2.890.0212.311.40–3.810.001
Obesity0.460.27–0.770.0030.540.34–0.860.009

Echocardiographic characteristics

LVEF (per 1%)0.970.95–0.99<0.0010.960.95–0.98<0.001
ePASP (per 1mmHg)1.031.01 – 1.050.0021.031.01 – 1.050.004
Severe MR2.081.16 – 3.730.0152.341.39 – 3.930.001
Severe TR1.710.89 – 3.260.102.611.58 – 4.32<0.001
Severe AS1.590.22 – 11.470.652.210.69 – 7.020.18

Biological characteristics

hs-TnT sex-specific cut-off2.661.62–4.34<0.0015.503.38–8.94<0.001
hs-TnT ≥14 pg/ml2.111.26–3.560.0055.663.36–9.53<0.001
lnNTproBNP (per 1 unit)1.571.31–1.88<0.0011.581.34–1.87<0.001
eGFR (per 1 mL/min/1.73m2)0.990.98–1.000.0330.980.97–0.990.001
Hemoglobin (per 1 g/dL)0.800.72–0.89<0.0010.890.78–1.000.056
Serum Na (per 1mmol/L)0.990.98 – 1.020.910.960.91 – 1.000.053
Serum K (per 1 mmol/mL)0.890.51 – 1.550.671.420.94 – 2.140.092

STROBE checklist

ItemSTROBE recommendation (cohort)Where addressed in this manuscript
1Indicate study design in the title or abstract; provide an informative, balanced summary.Abstract (Methods).
2Explain scientific background and rationale.Introduction (background and gap).
3State specific objectives, including prespecified hypotheses.Introduction-final paragraph.
4Present key elements of study design early in the paper.Materials and Methods-Study design, setting, and data source.
5Describe setting, locations, and relevant dates (recruitment, exposure, follow-up).Materials and Methods-Study design/setting; Outcome and follow-up.
6aGive eligibility criteria and methods of selection; describe follow-up methods.Materials and Methods-Study population; Outcome and follow-up; Flow diagram showing derivation from HI-HF parent cohort.
6bFor matched studies, give matching criteria and number of exposed/unexposed.Not applicable (no matching).
7Clearly define outcomes, exposures, predictors, confounders, effect modifiers; diagnostic criteria.Materials and Methods-Definitions; Biomarker classification; Statistical analysis (covariate set).
8For each variable, give data sources and details of assessment; comparability between groups.Materials and Methods-Clinical variables; Echocardiography; Biomarker assays.
9Describe efforts to address potential sources of bias.Materials and Methods-Bias and confounding paragraph.
10Explain how study size was arrived at.Materials and Methods-Study population (cohort = all eligible patients meeting criteria).
11Explain handling of quantitative variables; groupings and rationale.Materials and Methods-Troponin categories; ln(NT-proBNP); landmark/time re-zeroing.
12aDescribe all statistical methods, including confounding control.Materials and Methods-Statistical analysis (Cox models; covariate adjustment).
12bDescribe methods for subgroup analyses and interactions.Materials and Methods-Statistical analysis (sex and troponin interaction).
12cExplain how missing data were addressed.Materials and Methods-Statistical analysis (patients with missing data were excluded).
12dIf applicable, explain how loss to follow-up was addressed.Materials and Methods-Outcome and follow-up (registry-based ascertainment; censoring).
12eDescribe sensitivity analyses.Results (time-dependent covariates)
13aReport numbers at each stage (eligible, included, followed-up, analysed).Results-Study population; PRISMA diagram with counts
13bGive reasons for non-participation at each stage.PRISMA diagram provided; Materials and Methods-Study population.
13cConsider use of a flow diagram.PRISMA diagram provided
14aGive characteristics of study participants and information on exposures/confounders.Results-Baseline (Table 1; troponin category tables).
14bIndicate number of participants with missing data for each variable of interest.Patients with missing data were excluded
14cSummarize follow-up time (e.g., average/total follow-up).Results-Follow-up summary (median and IQR).
15Report numbers of outcome events or summary measures over time.Results-Deaths; Kaplan–Meier; Cox models.
16aGive unadjusted and adjusted estimates with precision; state confounders and why included.Results-Univariable and multivariable Cox tables; covariate list in Materials and Methods-Statistical analysis.
16bReport category boundaries when continuous variables categorized.Results-hs-TnT thresholds stated, outcome sex-specific cutoffs stated.
16cIf relevant, translate relative risk into absolute risk for a meaningful time period.Not required; optional.
17Report other analyses (subgroups, interactions, time-dependent, sensitivity).Results-LVEF subgroup analysis; sex-stratified models; interaction models; time-dependent and landmark analyses.
18Summarize key results with reference to objectives.Discussion-opening paragraph.
19Discuss limitations and potential bias/imprecision (direction/magnitude).Discussion-Limitations section.
20Give cautious overall interpretation considering objectives, limitations, and other evidence.Discussion-Interpretation and comparison with literature.
21Discuss generalisability (external validity).Discussion-final paragraph (Generalisability).
22Give funding source and role of funders.Funding: None
DOI: https://doi.org/10.2478/rjim-2026-0008 | Journal eISSN: 2501-062X | Journal ISSN: 1220-4749
Language: English
Submitted on: Apr 13, 2026
Published on: Apr 28, 2026
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2026 Anamaria Draghici, Caterina Delcea, Gh.-Andrei Dan, published by N.G. Lupu Internal Medicine Foundation
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 3.0 License.

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