Loneliness, Depression, and Genetics in the Elderly: Prognostic Factors of a Worse Health Condition?
Abstract
:1. Introduction
1.1. Loneliness and Negative Health Outcomes
1.2. Loneliness and Sociodemographic Factors
1.3. Loneliness and Genetic Factors
2. Materials and Methods
2.1. Study Design
2.2. Participants
2.3. Measurements
2.3.1. Assessments of Sociodemographic Variables and Health Conditions
2.3.2. Assessments of Loneliness and Depression
2.3.3. Cognitive Assessments
2.3.4. Genetic Analysis
2.3.5. Selection of SNPs
2.4. Statistical Analysis
3. Results
3.1. Descriptive Analysis
3.2. SNPS and Loneliness
3.3. Multivariable Analysis
3.3.1. Logistic Regression
3.3.2. Decision Trees
3.4. Descriptive Analysis
3.5. Genetic Association
3.6. Multivariable Analysis
Decision Trees
4. Discussion
4.1. Characteristics of Lonely People
4.2. Genetic Association with Loneliness
4.3. Is Loneliness a Predictor of Worse Health?
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Variable | Levels | No Loneliness | With Loneliness | p Value |
---|---|---|---|---|
Marital Status |
| 1:6 2:96 3:1 4:16 5:1 6:4 | 1:6 2:138 3:1 4:33 5:4 6:9 | 0.042 |
Level of satisfaction with your life in general | Scale from 0 to 10 (0 means the lowest level of satisfaction and 10 the highest level of satisfaction) | 8.19 (1.25) | 7.46 (1.46) | <0.001 |
Level of satisfaction with your state of health | Scale from 0 to 10 (0 means the lowest level of satisfaction and 10 the highest level of satisfaction) | 7.40 (1.56) | 6.98 (1.74) | 0.026 |
Level of satisfaction with personal relationships | Scale from 0 to 10 (0 means the lowest level of satisfaction and 10 the highest level of satisfaction) | 8.43 (1.16) | 8 (1.28) | 0.03 |
Nº of times per month that you participate in cultural activities (eg., going to the cinema, theater, exhibitions) | 0 Never 1. 1–3 times per month 2. 1–2 times a week 3. 3–4 times a week 4. 5 or more times per week | 0:72 1:8 2:18 3:12 4:19 | 0:127 1:5 2:19 3:19 4:20 | 0.009 |
Level of satisfaction with the way you spend your free time | Scale from 0 to 10 (0 means the lowest level of satisfaction and 10 the highest level of satisfaction) | 8.96 (11.44) | 6.73 (1.75) | 0.008 |
Level of satisfaction with friendship relationship | Scale from 0 to 10 (0 means the lowest level of satisfaction and 10 the highest level of satisfaction) | 7.83 (1.50) | 6.79 (1.85) | <0.001 |
Sleeping difficulties |
| 1:90 2:20 3:6 4:9 5:4 | 1:94 2:52 3:17 4:17 5:8 | 0.014 |
Sleep quality | Sum of the items: difficulty falling asleep, waking up several times, and waking up too early | 5.58 (2.74) | 6.44 (3.52) | 0.015 |
Circulation problems (excluding varicose veins), intermittent claudication | 1 Yes 0 No | 0:115 1:14 | 0:152 1:38 | 0.024 |
Back pain | Scale from 0 to 10 (0 means the lowest level of satisfaction and 10 the highest level of satisfaction) | 0.39 (1.43) | 0.85 (2.32) | 0.027 |
3 word Memory | 0 words 1 words 2 words 3 words | 0:2 1:11 2:34 3:82 | 0:8 1:21 2:64 3:96 | 0.027 |
Writing | 0 1 | 0:0 1:129 | 0:9 1:182 | 0.002 |
Animal verbal fluency | 19.59 (6.38) | 18.15 (5.99) | 0.043 | |
MCHC (g/dL) | 33.18 (0.98) | 32.91 (1.23) | 0.043 | |
RDW (%) | 13.57 (0.73) | 13.85 (1.16) | 0.007 |
SNPs | Gene or Closest | Position (GRCh38.p13) | Genotype | N | Frequency | Chi-Squared | p Value |
---|---|---|---|---|---|---|---|
rs10509637 | TNKS2 | 10:91827975 | GG | 7 | 0.017 | 0.2109 | 0.900 |
AG | 102 | 0.246 | |||||
AA | 305 | 0.737 | |||||
rs10792832 | RNU6-560P | 11:86156833 | GG | 196 | 0.473 | 0.1801 | 0.914 |
AG | 175 | 0.423 | |||||
AA | 43 | 0.104 | |||||
rs10904887 | TRDMT1 | 10:17146642 | TT | 110 | 0.266 | 0.8926 | 0.640 |
CT | 216 | 0.522 | |||||
CC | 88 | 0.213 | |||||
rs10904896 | TRDMT1 | 10:17183827 | GG | 110 | 0.266 | 0.8926 | 0.640 |
AG | 216 | 0.522 | |||||
AA | 88 | 0.213 | |||||
rs10936599 | MYNN | 3:169774313 | TT | 20 | 0.048 | 0.0357 | 0.982 |
CT | 145 | 0.350 | |||||
CC | 249 | 0.601 | |||||
rs12335203 | TERF1 | 8:73041384 | TT | 80 | 0.193 | 0.121 | 0.941 |
CT | 200 | 0.483 | |||||
CC | 134 | 0.324 | |||||
rs12638862 | TERC | 3:169759718 | GG | 21 | 0.051 | 0.7162 | 0.699 |
AG | 158 | 0.382 | |||||
AA | 235 | 0.568 | |||||
rs12696304 | TERC | 3:169763483 | GG | 23 | 0.056 | 1.4247 | 0.490 |
CG | 168 | 0.406 | |||||
CC | 223 | 0.539 | |||||
rs1317082 | MYNN | 3:169779797 | GG | 21 | 0.051 | 0.0009 | 1.000 |
AG | 144 | 0.348 | |||||
AA | 249 | 0.601 | |||||
rs16847897 | LRRC31 | 3:169850328 | GG | 242 | 0.585 | 2.6376 | 0.267 |
CG | 141 | 0.341 | |||||
CC | 31 | 0.075 | |||||
rs16859140 | TMPRSS7 | 3:112073747 | TT | 241 | 0.582 | 0.4699 | 0.791 |
CT | 153 | 0.370 | |||||
CC | 20 | 0.048 | |||||
rs182549 | LPH | 2:135859184 | TT | 79 | 0.191 | 0.4461 | 0.800 |
CT | 196 | 0.473 | |||||
CC | 139 | 0.336 | |||||
rs1990622 | TMEM106B | 7:12244161 | GG | 71 | 0.171 | 0.8252 | 0.662 |
AG | 190 | 0.459 | |||||
AA | 153 | 0.370 | |||||
rs2066276 | TNKS2 | 10:91797862 | TT | 92 | 0.222 | 1.6653 | 0.725 |
CT | 220 | 0.531 | |||||
CC | 102 | 0.246 | |||||
rs2154110 | SYT16 | 14:62086065 | TT | 225 | 0.543 | 0.1995 | 0.905 |
GT | 158 | 0.382 | |||||
GG | 31 | 0.075 | |||||
rs2293607 | TERC | 3:169764547 | TT | 249 | 0.601 | 0.1687 | 0.919 |
CT | 146 | 0.353 | |||||
CC | 19 | 0.046 | |||||
rs2487999 | STN1 | 10:103900068 | TT | 4 | 0.001 | 0.0353 | 0.983 |
CT | 70 | 0.169 | |||||
CC | 340 | 0.821 | |||||
rs2735940 | TERT | 5:1296371 | GG | 90 | 0.217 | 0.1385 | 0.933 |
AG | 202 | 0.488 | |||||
AA | 122 | 0.295 | |||||
rs2736100 | TERT | 5:1286401 | CC | 105 | 0.254 | 1.4589 | 0.482 |
AC | 219 | 0.529 | |||||
AA | 90 | 0.217 | |||||
rs2967374 | RN7SKP190 | 16:82176256 | GG | 247 | 0.597 | 0.9295 | 0.628 |
AG | 141 | 0.341 | |||||
AA | 26 | 0.063 | |||||
rs3764650 | ABCA7 | 19:1046521 | TT | 314 | 0.758 | 2.3624 | 0.307 |
GT | 97 | 0.234 | |||||
GG | 3 | 0.007 | |||||
rs3772190 | MYNN | 3:169782699 | GG | 249 | 0.601 | 0.0357 | 0.982 |
AG | 145 | 0.350 | |||||
AA | 20 | 0.048 | |||||
rs3784929 | KARS1 | 16:75643129 | GG | 6 | 0.014 | 3.434 | 0.180 |
AG | 59 | 0.143 | |||||
AA | 349 | 0.843 | |||||
rs3818361 | CR1 | 1:207611623 | GG | 290 | 0.700 | 0.0885 | 0.957 |
AG | 112 | 0.271 | |||||
AA | 12 | 0.029 | |||||
rs391300 | SSR | 17:2312964 | TT | 72 | 0.174 | 0.1071 | 0.948 |
CT | 197 | 0.476 | |||||
CC | 144 | 0.348 | |||||
rs4633 | COMT | 22:19962712 | TT | 102 | 0.246 | 0.4578 | 0.795 |
CT | 200 | 0.483 | |||||
CC | 112 | 0.271 | |||||
rs4902100 | SYT16 | 14:62083101 | GG | 30 | 0.072 | 0.4484 | 0.799 |
AG | 153 | 0.370 | |||||
AA | 231 | 0.558 | |||||
rs6265 | BDNF | 11:27658369 | TT | 17 | 0.041 | 0.1939 | 0.908 |
CT | 141 | 0.341 | |||||
CC | 256 | 0.618 | |||||
rs755017 | ZBTB46 | 20:63790269 | GG | 7 | 0.017 | 1.2897 | 0.525 |
AG | 75 | 0.181 | |||||
AA | 332 | 0.802 | |||||
rs7675998 | TOMM22P4 | 4:163086668 | GG | 234 | 0.565 | 0.0097 | 0.995 |
AG | 154 | 0.372 | |||||
AA | 26 | 0.063 | |||||
rs7726159 | TERT | 5:1282204 | CC | 155 | 0.374 | 1.4647 | 0.481 |
AC | 206 | 0.498 | |||||
AA | 53 | 0.128 | |||||
rs8105767 | ZNF257 | 19:22032639 | GG | 23 | 0.056 | 1.4247 | 0.490 |
AG | 168 | 0.406 | |||||
AA | 223 | 0.539 | |||||
rs9420907 | STN1 | 10:103916707 | CC | 6 | 0.014 | 1.0382 | 0.595 |
AC | 107 | 0.258 | |||||
AA | 301 | 0.727 | |||||
rs429358 | APOE | 19:44908684 | TT | 352 | 0.850 | 18.083 | 0.000 |
CT | 52 | 0.126 | |||||
CC | 10 | 0.024 | |||||
rs7412 | APOE | 19:44908822 | TT | 4 | 0.010 | 2.4417 | 0.295 |
CT | 49 | 0.118 | |||||
CC | 361 | 0.872 | |||||
APOE | E2E2 | E2E2 | E2E2 | 4 | 0.010 | ||
E2E3 | E2E3 | E2E3 | 41 | 0.099 | |||
E2E4 | E2E4 | E2E4 | 8 | 0.019 | |||
E3E3 | E3E3 | E3E3 | 306 | 0.741 | |||
E3E4 | E3E4 | E3E4 | 44 | 0.107 | |||
E4E4 | E4E4 | E4E4 | 10 | 0.024 |
SNP | Model | Genotype | n | Response Mean (s.e.) | Difference (95% CI) | p-Value |
---|---|---|---|---|---|---|
rs12335203 | Log-additive | CC | 95 | 2.41 (0.18) | −0.31 (−0.57–−0.05) | 0.018 |
CT | 161 | 1.99 (0.13) | ||||
TT | 64 | 1.81 (0.2) | ||||
rs391300 | Dominant | CC | 105 | 2.49 (0.17) | 0 | |
CT/TT | 214 | 1.87 (0.11) | −0.61 (−0.99–−0.23) | 0.0018 | ||
rs2487999 | Log-additive | CC | 259 | 1.98 (0.1) | 0.47 (0.05–0.88) | 0.029 |
CT | 57 | 2.44 (0.25) | ||||
TT | 4 | 3 (0.41) | ||||
rs2154110 | Overdominant | TT/GG | 199 | 2.29 (0.12) | 0 | |
GT | 121 | 1.73 (0.14) | −0.56 (−0.93–−0.19) | 0.0035 | ||
rs4902100 | Codominant | AA | 183 | 2.21 (0.13) | 0 | |
AG | 117 | 1.74 (0.15) | −0.45 (−0.83–−0.07) | 0.0061 | ||
GG | 20 | 2.85 (0.25) | ||||
rs6265 | Codominant | CC | 197 | 1.88 (0.11) | 0 | |
CT | 113 | 2.27 (0.17) | 0.39 (0.01–0.76) | 0.0002 | ||
TT | 10 | 3.9 (0.5) | 2.02 (1.00–3.05) |
Total | |||||
---|---|---|---|---|---|
Variable | Levels | Estimate | SE | T | p Value |
Sex | Men Women | −1.093 | 0.268 | −4.071 | <0.0001 ** |
Age | 50–59 years 60–69 years 70–79 years 80–89 years | −0.819 | 0.318 | −2.573 | 0.011 * |
Number of inhabitants in participants’ usual municipality | Less than 10,000 pp. 10,000–100,000 pp. 100,000–500,000 pp. More than 500,000 pp. | 0.694 | 0.248 | 2.801 | 0.005 ** |
Height | Between 1.31 m and 1.87 m | 0.021 | 0.008 | 2.560 | 0.011 * |
Weight | Between 42 kg and 127.80 kg | −6.181 | 1.238 | −4.993 | <0.0001 ** |
Life satisfaction | Scale from 0 to 10 (0 means the lowest level of satisfaction and 10 the highest level of satisfaction) | −0.330 | 0.076 | −4.323 | <0.0001 ** |
Sleep quality | Sum of the items: difficulty falling asleep, waking up several times, and waking up too early | 0.064 | 0.033 | 1.950 | 0.051 |
Medicine consumption | Between 0 and 14 different medicines | 0.032 | 0.015 | 2.094 | 0.036 * |
Back pain | Scale from 0 to 10 (0 means the lowest level of satisfaction and 10 the highest level of satisfaction) | 0.145 | 0.049 | 2.940 | 0.003 ** |
Cholesterol (mg/dL) | Between 103 mg/dL and 356 mg/dL | −0.006 | 0.003 | −1.888 | 0.059 |
Iron (ug/dL) | Between 15 µg/dL and 188 µg/dL | 0.006 | 0.004 | 1.560 | 0.119 |
Hemoglobin (g/dL) | Between 6.40 g/dL and 18.20 g/dL | −0.233 | 0.093 | −2.501 | 0.012 * |
RDW (%) | Between 11.80 and 21.00 | 0.299 | 0.111 | 2.708 | 0.007 ** |
Platelets (× 1000/mm3) | Between 74,000/mm3 and 520,000/mm3 | −0.004 | 0.002 | −1.905 | 0.057 |
Neutrophils | Between 1.1 and 11.29 | −0.032 | 0.013 | −2.445 | 0.014 * |
Eosinophil ratio | Between 0 and 12.2 | −0.105 | 0.063 | −1.672 | 0.095 |
RGS | Between 0 and 10 | 0.195 | 0.043 | 4.544 | <0.0001 ** |
Attentional level | Scale from 1 to 6 (0 means the lowest level of attention and 10 the highest level of attention) | −0.335 | 0.216 | −1.553 | 0.120 |
MMSE | 0–23 score (moderate-to-severe cognitive impairment) 24–26 (mild cognitive impairment) 27–30 (healthy cognitive performance) | 2.433 | 1.086 | 2.240 | 0.025 * |
Learning potential score (Auditory Verbal Learning Test) | Between 1 and 17 | -0.071 | 0.043 | −1.646 | 0.100 |
3 Word Memory | 0 words 1 words 2 words 3 words | −0.430 | 0.169 | −2.539 | 0.011 * |
Last letter cancelled score (Cancelation Test) | Between 1 and 70 | −0.026 | 0.009 | −2.981 | 0.003 ** |
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Delgado-Losada, M.L.; Bouhaben, J.; Arroyo-Pardo, E.; Aparicio, A.; López-Parra, A.M. Loneliness, Depression, and Genetics in the Elderly: Prognostic Factors of a Worse Health Condition? Int. J. Environ. Res. Public Health 2022, 19, 15456. https://doi.org/10.3390/ijerph192315456
Delgado-Losada ML, Bouhaben J, Arroyo-Pardo E, Aparicio A, López-Parra AM. Loneliness, Depression, and Genetics in the Elderly: Prognostic Factors of a Worse Health Condition? International Journal of Environmental Research and Public Health. 2022; 19(23):15456. https://doi.org/10.3390/ijerph192315456
Chicago/Turabian StyleDelgado-Losada, María Luisa, Jaime Bouhaben, Eduardo Arroyo-Pardo, Aránzazu Aparicio, and Ana María López-Parra. 2022. "Loneliness, Depression, and Genetics in the Elderly: Prognostic Factors of a Worse Health Condition?" International Journal of Environmental Research and Public Health 19, no. 23: 15456. https://doi.org/10.3390/ijerph192315456
APA StyleDelgado-Losada, M. L., Bouhaben, J., Arroyo-Pardo, E., Aparicio, A., & López-Parra, A. M. (2022). Loneliness, Depression, and Genetics in the Elderly: Prognostic Factors of a Worse Health Condition? International Journal of Environmental Research and Public Health, 19(23), 15456. https://doi.org/10.3390/ijerph192315456