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1Paris-Saclay University, Paris-South University, UVSQ, Center for Research in Epidemiology and Population Health, INSERM, Villejuif, France
2Service de Génétique Moléculaire, Pharmacogénétique et Hormonologie, Hôpitaux Universitaires Paris Sud, AH-HP, CHU Bicêtre, Le Kremlin Bicêtre, France
3INSERM UMR_S U1185, Fac Med Paris Sud, University Paris Sud, Université Paris-Saclay, Le Kremlin Bicêtre, France
4University Bordeaux, INSERM, Bordeaux Population Health Research Center, UMR 1219, CIC-1401-EC, F-33000 Bordeaux, Bordeaux, France
5INSERM, University Montpellier, Neuropsychiatry, Epidemiological and Clinical Research, Montpellier, France
6University Bordeaux, INSERM, Bordeaux Population Health Research Center, UMR 1219, CHU Bordeaux, F-33000 Bordeaux, Bordeaux, France
©2020, Korean Society of Epidemiology
This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONFLICT OF INTEREST
The authors have no conflicts of interest to declare for this study.
FUNDING
This work was supported by the Fondation pour la Recherche Médicale for preparation and initiation of the study. The 3C is also supported by the Caisse Nationale d’Assurance Maladie des Travailleurs Salariés, Direction Générale de la Santé, Mutuelle Générale de l’Education Nationale, Institut de la Longévité, Conseils Régionaux of Aquitaine and Bourgogne, Fondation de France, Ministry of Research-INSERM Programme “Cohortes et collections de données biologiques,” Agence Nationale de la Recherche (ANR PNRA 2006 and LongVie 2007), the “Fondation Plan Alzheimer” (FCS 2009-2012), and the Caisse Nationale de Solidarité pour l’Autonomie. The experiments complied with the current laws of the country in which they were performed. Biological assays regarding hemostatic and hormone parameters were supported by a grant from the Agence Nationale de la Recherche (ANR 2007-LVIE-005-01; principal investigator Pierre-Yves Scarabin).
AUTHOR CONTRIBUTIONS
Conceptualization: MC. Data curation: MC. Formal analysis: NL, AE, MC. Funding acquisition: MC. Methodology: MC, AE, NL. Project administration: MC. Visualization: NL, SBT, CH, MLA, CT, AE, AGM, MC. Writing – original draft: NL, AE, MC. Writing – review & editing: NL, SBT, CH, MLA, CT, AE, AGM, MC.
Characteristics | Alive (n=208) | CV disease mortality (n=30) | p-value1 | p-value2 | Cancer mortality (n=45) | p-value1 | p-value2 | Other cause mortality (n=55) | p-value1 | p-value2 | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Socio-demographic | ||||||||||||
Age (yr) | 71.8±4.3 | 76.3±4.2 | <0.001 | - | 75.6±4.8 | <0.01 | - | 77.4±5.0 | <0.01 | - | ||
Center | 0.097 | 0.179 | 0.973 | 0.958 | 0.608 | 0.749 | ||||||
Bordeaux | 38 (18.3) | 10 (33.3) | 8 (17.8) | 13 (23.6) | ||||||||
Dijon | 107 (51.4) | 15 (50.0) | 24 (53.3) | 28 (50.9) | ||||||||
Montpellier | 63 (30.3) | 5 (16.7) | 13 (28.9) | 14 (25.5) | ||||||||
Education level | 0.764 | 0.847 | 0.175 | 0.161 | 0.646 | 0.714 | ||||||
No education or primary school | 49 (23.6) | 8 (26.7) | 15 (33.3) | 14 (25.5) | ||||||||
Secondary school | 54 (26.0) | 9 (30.0) | 14 (31.1) | 17 (30.9) | ||||||||
High-school or university degree | 105 (50.4) | 13 (43.3) | 16 (35.6) | 24 (43.6) | ||||||||
CV risk factors | ||||||||||||
BMI (kg/m2)3 | 25.4±2.8 | 26.4±2.7 | 0.052 | 0.141 | 25.7±2.9 | 0.459 | 0.551 | 25.0±3.6 | 0.451 | 0.225 | ||
Smoking | 0.043 | 0.044 | 0.019 | 0.024 | 0.910 | 0.823 | ||||||
Never | 62 (29.8) | 15 (50.0) | 12 (26.7) | 15 (27.3) | ||||||||
Past | 132 (63.5) | 12 (40.0) | 24 (53.3) | 36 (65.4) | ||||||||
Current | 14 (6.7) | 3 (10.0) | 9 (20.0) | 4 (7.3) | ||||||||
Daily alcohol consumption | 0.285 | 0.233 | 0.070 | 0.025 | 0.157 | 0.098 | ||||||
Never | 197 (94.7) | 27 (90.0) | 40 (88.9) | 49 (89.1) | ||||||||
Past | 7 (3.4) | 2 (6.7) | 1 (2.2) | 3 (5.5) | ||||||||
Current | 4 (1.9) | 1 (3.3) | 4 (8.9) | 3 (5.5) | ||||||||
Hypertension | 139 (66.8) | 23 (76.7) | 0.280 | 0.857 | 34 (75.6) | 0.254 | 0.404 | 45 (81.8) | 0.031 | 0.582 | ||
Hypercholesterolemia | 90 (43.3) | 14 (46.7) | 0.726 | 0.990 | 13 (28.9) | 0.075 | 0.939 | 21 (38.2) | 0.497 | 0.113 | ||
Diabetes | 10 (4.8) | 1 (3.3) | - | - | 2 (4.4) | - | - | 6 (10.9) | 0.112 | 0.560 | ||
Medical history | ||||||||||||
Coronary heart disease | 22 (10.6) | 6 (20.0) | 0.134 | 0.617 | 4 (8.9) | 0.718 | 0.387 | 10 (18.2) | 0.125 | 0.119 | ||
Stroke4 | 4 (2.0) | 1 (3.5) | - | - | 1 (2.2) | - | - | 4 (7.7) | 0.056 | 0.304 | ||
Biological parameters | ||||||||||||
Total cholesterol (mmol/L) | 5.6±0.8 | 5.6±1.1 | 0.798 | 0.552 | 5.6±0.8 | 0.786 | 0.628 | 5.5±0.9 | 0.282 | 0.833 | ||
LDL-C (mmol/L)5 | 3.6±0.7 | 3.6±1.0 | 0.995 | 0.450 | 3.5±0.8 | 0.604 | 0.926 | 3.4±0.7 | 0.142 | 0.778 | ||
HDL-C (mmol/L) | 1.5±0.3 | 1.4 ±0.3 | 0.128 | 0.274 | 1.5±0.3 | 0.919 | 0.930 | 1.5±0.3 | 0.969 | 0.864 | ||
Triglycerides (mmol/L) | 1.0 [0.8-1.3] | 1.1 [0.9-1.4] | 0.298 | 0.189 | 1.1 [0.9-1.5] | 0.212 | 0.175 | 1.0 [0.8-1.3] | 0.634 | 0.256 | ||
Glucose (g/L) | 4.9 [4.6-5.2] | 4.9 [4.5-5.1] | 0.520 | 0.611 | 4.9 [4.6-5.1] | 0.857 | 0.914 | 4.9 [4.6-5.5] | 0.153 | 0.055 | ||
Total testosterone (nmol/L) | 17.7±5.8 | 20.8±7.4 | 0.037 | 0.011 | 18.0±6.0 | 0.774 | 0.851 | 17.7±6.9 | 0.969 | 0.988 | ||
Bioavailable testosterone (nmol/L) | 10.5±3.4 | 11.7±3.5 | 0.083 | 0.067 | 9.9±3.0 | 0.307 | 0.511 | 10.1±3.9 | 0.520 | 0.685 |
Values are presented as number (%) or mean±standard deviation except for triglycerides and glucose levels, which are expressed as medians [interquartile range].
MetS, metabolic syndrome; 3C, Three-City; CV, cardiovascular; BMI, body mass index; LDL-C, low-density lipoprotein cholesterol; HDL-C, high-density lipoprotein cholesterol.
1 t-test or chi-square test.
2 Cochran-Mantel-Haenszel statistic or analysis of variance adjusted for age.
3 Missing data: n=1.
4 Missing data: n=6.
5 Missing data: n=2.
Model 1: adjusted for age and center; Model 2: model 1+education level, smoking status, daily alcohol consumption, personal history of coronary disease and stroke, body mass index, diabetes, hypertension, and hypercholesterolemia.
MetS, metabolic syndrome; CV, cardiovascular; HR, hazard ratio; CI, confidence interval; SD, standard deviation; T, tertile.
1 HRs and 95% CIs were computed using inverse-probability-weighted Cox models.
Characteristics | Alive (n=208) | CV disease mortality (n=30) | p-value |
p-value |
Cancer mortality (n=45) | p-value |
p-value |
Other cause mortality (n=55) | p-value |
p-value |
||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Socio-demographic | ||||||||||||
Age (yr) | 71.8±4.3 | 76.3±4.2 | <0.001 | - | 75.6±4.8 | <0.01 | - | 77.4±5.0 | <0.01 | - | ||
Center | 0.097 | 0.179 | 0.973 | 0.958 | 0.608 | 0.749 | ||||||
Bordeaux | 38 (18.3) | 10 (33.3) | 8 (17.8) | 13 (23.6) | ||||||||
Dijon | 107 (51.4) | 15 (50.0) | 24 (53.3) | 28 (50.9) | ||||||||
Montpellier | 63 (30.3) | 5 (16.7) | 13 (28.9) | 14 (25.5) | ||||||||
Education level | 0.764 | 0.847 | 0.175 | 0.161 | 0.646 | 0.714 | ||||||
No education or primary school | 49 (23.6) | 8 (26.7) | 15 (33.3) | 14 (25.5) | ||||||||
Secondary school | 54 (26.0) | 9 (30.0) | 14 (31.1) | 17 (30.9) | ||||||||
High-school or university degree | 105 (50.4) | 13 (43.3) | 16 (35.6) | 24 (43.6) | ||||||||
CV risk factors | ||||||||||||
BMI (kg/m2) |
25.4±2.8 | 26.4±2.7 | 0.052 | 0.141 | 25.7±2.9 | 0.459 | 0.551 | 25.0±3.6 | 0.451 | 0.225 | ||
Smoking | 0.043 | 0.044 | 0.019 | 0.024 | 0.910 | 0.823 | ||||||
Never | 62 (29.8) | 15 (50.0) | 12 (26.7) | 15 (27.3) | ||||||||
Past | 132 (63.5) | 12 (40.0) | 24 (53.3) | 36 (65.4) | ||||||||
Current | 14 (6.7) | 3 (10.0) | 9 (20.0) | 4 (7.3) | ||||||||
Daily alcohol consumption | 0.285 | 0.233 | 0.070 | 0.025 | 0.157 | 0.098 | ||||||
Never | 197 (94.7) | 27 (90.0) | 40 (88.9) | 49 (89.1) | ||||||||
Past | 7 (3.4) | 2 (6.7) | 1 (2.2) | 3 (5.5) | ||||||||
Current | 4 (1.9) | 1 (3.3) | 4 (8.9) | 3 (5.5) | ||||||||
Hypertension | 139 (66.8) | 23 (76.7) | 0.280 | 0.857 | 34 (75.6) | 0.254 | 0.404 | 45 (81.8) | 0.031 | 0.582 | ||
Hypercholesterolemia | 90 (43.3) | 14 (46.7) | 0.726 | 0.990 | 13 (28.9) | 0.075 | 0.939 | 21 (38.2) | 0.497 | 0.113 | ||
Diabetes | 10 (4.8) | 1 (3.3) | - | - | 2 (4.4) | - | - | 6 (10.9) | 0.112 | 0.560 | ||
Medical history | ||||||||||||
Coronary heart disease | 22 (10.6) | 6 (20.0) | 0.134 | 0.617 | 4 (8.9) | 0.718 | 0.387 | 10 (18.2) | 0.125 | 0.119 | ||
Stroke |
4 (2.0) | 1 (3.5) | - | - | 1 (2.2) | - | - | 4 (7.7) | 0.056 | 0.304 | ||
Biological parameters | ||||||||||||
Total cholesterol (mmol/L) | 5.6±0.8 | 5.6±1.1 | 0.798 | 0.552 | 5.6±0.8 | 0.786 | 0.628 | 5.5±0.9 | 0.282 | 0.833 | ||
LDL-C (mmol/L) |
3.6±0.7 | 3.6±1.0 | 0.995 | 0.450 | 3.5±0.8 | 0.604 | 0.926 | 3.4±0.7 | 0.142 | 0.778 | ||
HDL-C (mmol/L) | 1.5±0.3 | 1.4 ±0.3 | 0.128 | 0.274 | 1.5±0.3 | 0.919 | 0.930 | 1.5±0.3 | 0.969 | 0.864 | ||
Triglycerides (mmol/L) | 1.0 [0.8-1.3] | 1.1 [0.9-1.4] | 0.298 | 0.189 | 1.1 [0.9-1.5] | 0.212 | 0.175 | 1.0 [0.8-1.3] | 0.634 | 0.256 | ||
Glucose (g/L) | 4.9 [4.6-5.2] | 4.9 [4.5-5.1] | 0.520 | 0.611 | 4.9 [4.6-5.1] | 0.857 | 0.914 | 4.9 [4.6-5.5] | 0.153 | 0.055 | ||
Total testosterone (nmol/L) | 17.7±5.8 | 20.8±7.4 | 0.037 | 0.011 | 18.0±6.0 | 0.774 | 0.851 | 17.7±6.9 | 0.969 | 0.988 | ||
Bioavailable testosterone (nmol/L) | 10.5±3.4 | 11.7±3.5 | 0.083 | 0.067 | 9.9±3.0 | 0.307 | 0.511 | 10.1±3.9 | 0.520 | 0.685 |
Events (n) | Model 1 (n=338) |
Model 2 (n=338) |
|||||
---|---|---|---|---|---|---|---|
HR (95% CI) | p-value | HR (95% CI) | p-value | ||||
CV mortality | |||||||
Total testosterone (nmol/L) | |||||||
For 1-SD increase | 30 | 1.61 (1.16, 2.23) | 0.004 | 1.86 (1.28, 2.71) | 0.001 | ||
T1 (<14.95) | 8 | 1.00 (reference) | - | 1.00 (reference) | - | ||
T2 (14.95-19.99) | 5 | 0.66 (0.23, 1.85) | 0.423 | 0.64 (0.22, 1.90) | 0.423 | ||
T3 (≥20.00) | 17 | 2.28 (1.02, 5.09) | 0.045 | 2.94 (1.16, 7.43) | 0.023 | ||
p for linear trend | 0.022 | 0.014 | |||||
Bioavailable testosterone (nmol/L) | |||||||
For 1- SD increase | 30 | 1.41 (1.02, 1.95) | 0.039 | 1.50 (1.04, 2.17) | 0.029 | ||
T1 (<8.66) | 8 | 1.00 (reference) | - | 1.00 (reference) | - | ||
T2 (8.66-11.40) | 4 | 0.55 (0.18, 1.67) | 0.294 | 0.56 (0.17, 1.79) | 0.325 | ||
T3 (≥11.41) | 18 | 2.41 (1.10, 5.33) | 0.030 | 2.75 (1.15, 6.57) | 0.023 | ||
p for linear trend | 0.017 | 0.012 | |||||
Cancer mortality | |||||||
Total testosterone (nmol/L) | |||||||
For 1-SD increase | 45 | 1.05 (0.79, 1.39) | 0.744 | 1.00 (0.73, 1.35) | 0.981 | ||
T1 (<14.95) | 15 | 1.00 (reference) | - | 1.00 (reference) | - | ||
T2 (14.95-19.99) | 16 | 1.20 (0.62, 2.33) | 0.585 | 1.22 (0.61, 2.43) | 0.567 | ||
T3 (≥20.00) | 14 | 1.00 (0.50, 2.00) | 0.988 | 0.79 (0.37, 1.68) | 0.541 | ||
p for linear trend | 0.539 | 0.232 | |||||
Bioavailable testosterone (nmol/L) | |||||||
For 1-SD increase | 45 | 0.89 (0.66, 1.18) | 0.408 | 0.86 (0.64, 1.16) | 0.318 | ||
T1 (<8.66) | 16 | 1.00 (reference) | - | 1.00 (reference) | - | ||
T2 (8.66-11.40) | 17 | 1.13 (0.60, 2.16) | 0.702 | 1.19 (0.60, 2.32) | 0.621 | ||
T3 (≥11.41) | 12 | 0.79 (0.39, 1.61) | 0.513 | 0.65 (0.30, 1.40) | 0.269 | ||
p for linear trend | 0.532 | 0.239 | |||||
Other-cause mortality | |||||||
Total testosterone (nmol/L) | |||||||
For 1-SD increase | 55 | 1.14 (0.87, 1.49) | 0.357 | 1.08 (0.80, 1.46) | 0.601 | ||
T1 (<14.95) | 20 | 1.00 (reference) | - | 1.00 (reference) | - | ||
T2 (14.95-19.99) | 18 | 0.77 (0.40, 1.47) | 0.429 | 0.73 (0.37, 1.44) | 0.359 | ||
T3 (≥20.00) | 17 | 1.04 (0.55, 1.95) | 0.911 | 0.93 (0.46, 1.85) | 0.830 | ||
p for linear trend | 0.347 | 0.411 | |||||
Bioavailable testosterone (nmol/L) | |||||||
For 1-SD increase | 55 | 1.06 (0.81, 1.39) | 0.658 | 0.97 (0.73, 1.29) | 0.831 | ||
T1 (<8.66) | 20 | 1.00 (reference) | - | 1.00 (reference) | - | ||
T2 (8.66-11.40) | 19 | 1.00 (0.53, 1.89) | 0.997 | 0.94 (0.48, 1.83) | 0.856 | ||
T3 (≥11.41) | 16 | 1.06 (0.56, 2.04) | 0.852 | 0.94 (0.47, 1.88) | 0.855 | ||
p for linear trend | 0.346 | 0.407 |
Values are presented as number (%) or mean±standard deviation except for triglycerides and glucose levels, which are expressed as medians [interquartile range]. MetS, metabolic syndrome; 3C, Three-City; CV, cardiovascular; BMI, body mass index; LDL-C, low-density lipoprotein cholesterol; HDL-C, high-density lipoprotein cholesterol. t-test or chi-square test. Cochran-Mantel-Haenszel statistic or analysis of variance adjusted for age. Missing data: n=1. Missing data: n=6. Missing data: n=2.
Model 1: adjusted for age and center; Model 2: model 1+education level, smoking status, daily alcohol consumption, personal history of coronary disease and stroke, body mass index, diabetes, hypertension, and hypercholesterolemia. MetS, metabolic syndrome; CV, cardiovascular; HR, hazard ratio; CI, confidence interval; SD, standard deviation; T, tertile. HRs and 95% CIs were computed using inverse-probability-weighted Cox models.