Table 1.

Relationship Between Baseline Characteristics and the Number of Biomarkers Elevated

All (n=345)No biomarkers elevated (n=79)One biomarker elevated (n=96)Two biomarkers elevated (n=87)Three biomarkers elevated (n=83)p Value
Biomarker levels
 GDF15 (pg/mL)2023 (1427, 2885)1252 (851,1514)1684 (1352,2059)2469 (2016,3294)3276 (2607, 4323)<0.001
 sST2 (ng/mL)33 (24,46)20 (15,27)30 (22,40)36 (27,49)48 (40,63)<0.001
 MPO (ng/mL)75 (53,128)76 (53,154)68 (51,112)75 (53,140)76 (55,116)0.68
 NTproBNP (pg/mL)1402 (580,3583)465 (189,816)1018 (495,1668)1956 (1095,4142)5166 (2610,8966)<0.001
 Galectin-3 (ng/mL)19 (14,25)15 (12,19)18 (14,22)20 (14,26)24 (19,30)<0.001
 hs-cTnT (pg/mL)25 (16,42)14 (12,19)22 (16,32)31 (20,44)43 (27,66)<0.001
 hsCRP (mg/L)3.7 (1.7,7.8)2.9 (1.5,5.4)2.7 (1.6,7.5)3.8 (2.1,7.7)5.9 (3.0,15.2)<0.001
 MCP-1 (pg/mL)204 (169,245)183 (152,221)197 (164,224)222 (173,255)215 (181,276)<0.001
Clinical characteristics
 Age (years)78 (11)71 (11)78 (10)82 (9)82 (9)<0.001
 Female151 (44%)36 (46%)45 (47%)33 (38%)37 (45%)0.63
 Body mass index (kg/m2)28.8 (6.5)30.1 (6.2)29.8 (6.7)28.0 (6.4)27.1 (6.0)0.005
 SBP (mmHg)133 (23)137 (16)132 (22)135 (25)128 (25)0.031
 STS score7.5 (5.8)3.6 (3.3)6.4 (5.1)9.0 (6.1)10.7 (5.5)<0.001
 Atrial arrhythmia110 (32%)4 (5%)28 (29%)35 (40%)43 (52%)<0.001
 Coronary disease248 (72%)48 (62%)66 (69%)62 (71%)72 (87%)0.002
 Previous CABG116 (34%)19 (24%)26 (27%)34 (39%)37 (45%)0.014
 Prior myocardial infarction86 (25%)15 (19%)15 (16%)24 (28%)32 (39%)0.003
 Obstructive lung disease155 (45%)28 (35%)40 (42%)43 (49%)44 (53%)0.10
 Peripheral vascular disease191 (55%)27 (34%)52 (54%)53 (61%)59 (71%)<0.001
 Diabetes123 (36%)21 (27%)31 (32%)32 (37%)39 (47%)0.048
 Syncope38 (11%)11 (14%)7 (7%)11 (13%)9 (11%)0.50
 Angina107 (31%)30 (38%)29 (30%)24 (28%)24 (29%)0.49
 NYHA class III/IV253 (73%)40 (51%)70 (73%)67 (77%)76 (92%)<0.001
 GFR (mL/min/1.73m2)70 (27)85 (21)74 (21)66 (32)58 (24)<0.001
Medications (%)
 ASA or antiplatelet242 (70%)58 (73%)66 (69%)59 (68%)59 (71%)0.86
 βblockers204 (59%)44 (56%)53 (55%)50 (57%)57 (69%)0.23
 ACE-I or ARB156 (45%)35 (44%)50 (52%)38 (44%)33 (40%)0.41
 Calcium channel blocker96 (28%)25 (32%)33 (34%)13 (15%)25 (30%)0.013
 Statins227 (66%)59 (75%)63 (66%)53 (61%)52 (63%)0.25
 Loop diuretic172 (50%)15 (19%)46 (48%)47 (54%)64 (77%)<0.001
 Aldosterone antagonist29 (8%)2 (3%)7 (7%)9 (10%)11 (13%)0.07
Echocardiography
 AVA index (cm2/m2)0.38 (0.10)0.41 (0.10)0.39 (0.09)0.36 (0.10)0.37 (0.10)0.004
 Mean gradient (mmHg)42 (13)41 (11)42 (13)43 (14)41 (14)0.52
 Peak gradient (mmHg)68 (20)67 (18)69 (20)70 (20)67 (23)0.49
 Ejection fraction (%)58 (15)64 (13)60 (14)57 (15)49 (15)<0.001
 LVED dimension (cm)4.6 (0.7)4.4 (0.8)4.5 (0.7)4.6 (0.7)4.7 (0.7)0.035
 LVES dimension (cm)3.1 (0.9)2.8 (1.0)2.9 (0.8)3.2 (0.9)3.5 (1.0)<0.001
 LV mass index (g/m2)119 (38)119 (39)110 (32)125 (40)124 (41)0.07
 e' (cm/s)5.4 (1.7)5.7 (1.9)5.4 (1.6)5.1 (1.4)5.4 (1.9)0.27
 E/e'20 (11)17 (9)20 (9)21 (12)22 (11)0.008
 Moderate/severe MR37 (11%)2 (3%)5 (5%)14 (16%)16 (19%)<0.001
 PASP (mmHg)41 (13)35 (10)37 (12)44 (13)48 (13)<0.001
Treatment and outcome
 TAVR (%)183 (53%)26 (33%)42 (44%)57 (66%)58 (70%)<0.001
 Died (%)91 (26%)7 (9%)15 (16%)31 (36%)38 (46%)<0.001
  • Data shown as n (%), mean (SD), or median (25th, 75th percentiles).

  • The three biomarkers considered for elevation included GDF15, sST2 and NTproBNP (based on their median values).

  • Continuous variables were evaluated for differences using an overall F-test from an analysis of variance; Fisher's exact test was used to identify differences in distributions among levels of categorical data; non-normal and ordinal data were compared using the Kruskal–Wallis test.

  • ARB, angiotensin receptor blocker; ASA, aspirin; AVA, aortic valve area; CABG, coronary artery bypass grafting; GDF15, growth differentiation factor 15; GFR, glomerular filtration rate; hsCRP, high-sensitivity C reactive protein; LVED, LV end-diastolic dimension; LVES, LV end-systolic dimension; MPO, myeloperoxidase; MR, mitral regurgitation; NTproBNP, amino-terminal pro-B-type natriuretic peptide; NYHA, New York Heart Association; PASP, pulmonary artery systolic pressure; SBP, systolic blood pressure; sST2, soluble ST2; STS, Society of Thoracic Surgeons; TAVR, transcatheter aortic valve replacement.