| Literature DB >> 35455663 |
Jungeun Shin1,2, Soo Jung Choi3, Han Rim Lee1, Kyungdo Han4, Jiwon Chang5, Su-Min Jeong1, Yun-Sun Choi6, Daeho Lee7, Dong Wook Shin1,8,9.
Abstract
BACKGROUND: Non-alcoholic fatty liver disease (NAFLD) is regarded as a risk factor for type 2 diabetes mellitus (DM). Menopausal status also influences T2DM risk, where estrogen is presumed to play a protective role by decreasing insulin resistance. As such, we investigated the association between NAFLD and DM risk according to menopausal status.Entities:
Keywords: diabetes mellitus; menopause; nonalcoholic fatty liver
Year: 2022 PMID: 35455663 PMCID: PMC9027609 DOI: 10.3390/jpm12040546
Source DB: PubMed Journal: J Pers Med ISSN: 2075-4426
Figure 1Flow chart of the study population.
Baseline Characteristics and comorbidity of the Study Population according to Menopausal Status.
| Premenopausal | Postmenopausal | |||||
|---|---|---|---|---|---|---|
| DM | DM | |||||
| No | Yes | No | Yes | |||
| Age, years, mean (SD) | 44.9 (±3.9) | 46.5 (±4.1) | <0.001 | 61.1 (±8.3) | 63.2 (±8.0) | <0.001 |
| Body mass index, kg/m2, mean (SD) | 23.0 (±2.9) | 25.8 (±3.6) | <0.001 | 23.9 (±3.0) | 25.43 (±3.3) | <0.001 |
| <18.5 | 24,048 (3.0) | 203 (0.6) | <0.001 | 23,587 (2.4) | 1187 (1.1) | <0.001 |
| 18.5–22.9 | 416,750 (51.5) | 7056 (21.1) | 362,309 (37.4) | 22,050 (20.6) | ||
| 23–24.9 | 189,034 (23.4) | 7660 (22.9) | 259,595 (26.8) | 26,176 (24.5) | ||
| 25–29.9 | 160,750 (19.9) | 14,378 (43.0) | 291,969 (30.2) | 48,423 (45.2) | ||
| ≥30 | 18,729 (2.3) | 4164 (12.4) | 30,227 (3.1) | 9244 (8.6) | ||
| Abdominal obesity, * | 79,185 (9.8) | 10,764 (32.2) | <0.001 | 228,216 (23.6) | 45,615 (42.6) | <0.001 |
| Smoking status, | <0.001 | <0.001 | ||||
| Never | 775,405 (95.1) | 31,749 (94.9) | 936,051 (96.7) | 102,347 (95.6) | ||
| Ex-smoker | 11,946 (1.5) | 455 (1.4) | 9307 (1.0) | 1204 (1.1) | ||
| Current | 21,960 (2.7) | 1257 (3.8) | 22,329 (2.3) | 3529(3.3) | ||
| Regular alcohol consumption, | 25,648 (76.7) | 592,085 (73.2) | <0.001 | 96,092(89.7) | 850,544 (87.9) | <0.001 |
| Regular physical activity, | 139,015 (17.2) | 5645 (16.9) | 0.145 | 177,369(18.3) | 18,711 (17.5) | <0.001 |
| Income, | <0.001 | 0.018 | ||||
| 1st quartile (lowest) | 207,656 (25.7) | 9051 (27.1) | 221,270 (22.9) | 24,639 (23.0) | ||
| 2nd quartile | 162,209 (20.0) | 7394 (22.1) | 179,907 (18.6) | 19,970 (18.7) | ||
| 3rd quartile | 177,766 (22.0) | 7518 (22.5) | 238,101 (24.6) | 26,633 (24.9) | ||
| 4th quartile (highest) | 261,680 (32.3) | 9498 (28.4) | 328,409 (33.9) | 35,838 (33.5) | ||
| Comorbid conditions, | ||||||
| Hypertension | 98,313 (12.2) | 10,593 (31.7) | <0.001 | 392,104 (40.5) | 64,101 (59.9) | <0.001 |
| Hyperlipidemia | 78,365 (9.7) | 7837 (23.4) | <0.001 | 289,736 (29.9) | 46,345 (43.3) | <0.001 |
| Chronic kidney disease | 33,282 (4.1) | 1496 (4.5) | 0.012 | 102,478 (10.6) | 14,263 (13.3) | <0.001 |
| History of stroke | 1821 (0.5) | 109 (0.6) | 0.02 | 11,236 (1.8) | 1850 (2.4) | <0.001 |
| History of heart disease | 3408 (0.9) | 301 (1.6) | <0.001 | 30,001 (4.8) | 5,845 (7.5) | <0.001 |
| Systolic blood pressure, mmHg, mean (SD) | 116.7 (±14.1) | 123.89 (±15.6) | <0.001 | 124.7 (±16.0) | 129.01 (±16.1) | <0.001 |
| Diastolic blood pressure, mmHg, mean (SD) | 72.85 (±9.9) | 77.37 (±10.5) | <0.001 | 76.6 (±10.1) | 78.61 (±10.1) | <0.001 |
| Fasting glucose, mg/dL, mean (SD) | 91.0 (±10.0) | 101.4 (±12.4) | <.001 | 92.9 (±10.6) | 101.35 (±12.4) | <0.001 |
| Total cholesterol, mg/dL, mean (SD) | 191.3 (±38.4) | 205.0 (±39.7) | <0.001 | 209.0 (±43.2) | 213.9 (±46.4) | <0.001 |
| High density lipoprotein, mg/dL, mean (SD) | 60.6 (±35.2) | 55.6 (±32.3) | <0.001 | 58.4 (±35.7) | 56.0 (±35.8) | <0.001 |
| Low density lipoprotein, mg/dL, mean (SD) | 114.4 (±70.4) | 123.7 (±60.2) | <0.001 | 128.5 (±67.8) | 130.2 (±80.3) | <0.001 |
| AST **, mg/dL, mean (SD) | 20.2 (20.1–20.2) | 22.5 (22.4–22.6) | <0.001 | 23.5 | 24.9 | <0.001 |
| ALT **, mg/dL, mean (SD) | 16.2 (16.1–16.2) | 21.8 (21.7–22.0) | <0.001 | 19.3 | 22.8 | <0.001 |
| rGTP **, mg/dL, mean (SD) | 16.5 (16.5–16.6) | 23.7 (23.6–23.9) | <0.001 | 19.4 | 24.7 | <0.001 |
| Triglyceride ***, mg/dL, mean (SD) | 86.0 (85.9–86.1) | 125.4 (124.7–126.1) | <0.001 | 111.4 | 137.66 | |
| Fatty liver index, *** mean (SD) | 8.3 (8.3–8.3) | 23.3 (23.0–23.5) | <0.001 | 15.0 | 27.1 | <0.001 |
* Abdominal obesity: (Waist circumference ≥ 90 cm). ** AST: aspartate aminotransferase, ALT: alanine aminotransferase, GGT: gamma-glutamyl transferase. *** Fatty Liver Index = (e0.953 × loge (triglycerides) + 0.139 × BMI + 0.718 × loge (GGT) + 0.053 × waist circumference − 15.745)/(1 + e0.953 × loge (triglycerides) + 0.139 × BMI + 0.718 × loge (GGT) + 0.053 × waist circumference − 15.745) × 100.
Baseline Characteristics related to reproduction of the Study Population according to Menopausal Status.
| Premenopausal | Postmenopausal | Premenopausal | Postmenopausal | |||
|---|---|---|---|---|---|---|
| DM | DM | |||||
| No | Yes | No | Yes | |||
| Age at menarche, mean (SD) | 15.1 (±1.7) | 15.3 (±1.8) | <0.001 | 16.4 (±1.8) | 16.6 (±1.8) | <0.001 |
| ≤12 | 35,822 (4.4) | 1511 (4.5) | 9522 (1.0) | 967 (0.9) | ||
| 13–14 | 25,8971 (32) | 9542 (28.5) | 120,916 (12.5) | 11,529 (10.8) | ||
| 15–16 | 371,470 (45.9) | 14,923 (44.6) | 376,514 (38.9) | 39,924 (37.3) | ||
| >16 | 143,048 (17.7) | 7485 (22.4) | 460,735 (47.6) | 54,660 (51.1) | ||
| Age at menopause, mean (SD) | 50.0 ± 4.0 | 50.1 ± 4.2 | <0.001 | |||
| <40 | 16,203 (1.7) | 2156 (2.0) | <0.001 | |||
| 40–44 | 55,379 (5.7) | 6521 (6.1) | ||||
| 45–49 | 267,177 (27.6) | 28,050 (26.2) | ||||
| 50–54 | 530,168 (54.8) | 57,067 (53.3) | ||||
| ≥55 | 98,760 (10.2) | 13,286 (12.4) | ||||
| Parity | <0.001 | <0.001 | ||||
| 1 | 32,668 (4.0) | 1106 (3.3) | 59,799 (6.2) | 5121 (4.8) | ||
| ≥2 | 106,107 (13.1) | 4056 (12.1) | 884,637 (91.4) | 99,855 (93.3) | ||
| Nullipara | 670,536 (82.9) | 28,299 (84.6) | 23,251 (2.4) | 2104 (2.0) | ||
| Duration of BF, months | <0.001 | <0.001 | ||||
| <6 | 143,529 (17.7) | 5609 (16.8) | 65,555 (6.8) | 5047 (4.7) | ||
| 6–12 | 202,041 (25.0) | 6244 (18.7) | 170,274 (17.6) | 15,985 (14.9) | ||
| ≥12 | 215,666 (26.7) | 8549 (25.6) | 667,819 (69.0) | 80,295 (75.0) | ||
| Never | 248,075 (30.7) | 13,059 (39.0) | 64,039 (6.6) | 5753 (5.4) | ||
| Total reproductive year, mean (SD) | 33.6 ± 4.4 | 33.5 ± 4.6 | <0.001 | |||
| <30 | 133,153 (13.8) | 16,011 (15.0) | <0.001 | |||
| <35 | 405,523 (41.9) | 44,041 (41.1) | ||||
| <40 | 369,681 (38.2) | 39,277 (36.7) | ||||
| ≥40 | 59,330 (6.1) | 7751 (7.2) | ||||
| Duration of OC use, years | <0.001 | <0.001 | ||||
| Never | 705,694 (87.2) | 28,573 (85.4) | 818,371 (84.6) | 89,583 (83.7) | ||
| <1 | 77,285 (9.6) | 3422 (10.2) | 91,209 (9.4) | 10,071 (9.4) | ||
| ≥1 | 26,332 (3.3) | 1466 (4.4) | 58,107 (6) | 7426 (7.0) | ||
| Duration of HRT, years | <0.001 | |||||
| Never | 808,748 (83.6) | 91,463 (85.4) | ||||
| <2 | 92,482 (9.6) | 8977 (8.4) | ||||
| 2–5 | 38,216 (4.0) | 3542 (3.3) | ||||
| ≥5 | 28,241 (2.9) | 3098 (2.9) |
Associations between fatty liver index and type 2 diabetes mellitus risk by menopausal status.
| FLI | Subjects | Event | Person Years | IR * | HR (95% CI) | ||||
|---|---|---|---|---|---|---|---|---|---|
| Model 1 § | Model 2 | Model 3 ¥ | Model 4 ₮ | ||||||
| Pre-menopausal | <60 | 821,818 | 28,575 | 6,746,918.8 | 4.24 | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) |
| ≥60 | 20,954 | 4886 | 156,094.1 | 31.30 | 7.59 | 4.58 | 3.60 | 3.55 | |
| <30 | 741,027 | 18,536 | 6,109,038.6 | 3.03 | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | |
| <60 | 80,791 | 10,039 | 637,880.2 | 15.74 | 5.25 | 3.66 | 3.29 | 3.26 | |
| ≥60 | 20,954 | 4886 | 156,094.1 | 31.30 | 10.61 | 6.45 | 5.37 | 5.30 | |
| - | - | - | - | <0.001 | <0.001 | <0.001 | <0.001 | ||
| Post-menopausal | <60 | 1014,707 | 90,996 | 8,059,055.6 | 11.29 | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) |
| ≥60 | 60,060 | 16,084 | 428,743.0 | 37.51 | 3.35 | 2.55 | 2.24 | 2.24 | |
| <30 | 780,961 | 52,147 | 6,275,573.4 | 8.31 | 1 (Ref.) | 1(Ref.) | 1 (Ref.) | 1(Ref.) | |
| <60 | 233,746 | 38,849 | 1,783,482.2 | 21.78 | 2.63 | 2.18 | 2.01 | 2.01 | |
| ≥60 | 60,060 | 16,084 | 428,743.0 | 37.51 | 4.55 | 3.36 | 2.98 | 2.97 | |
| - | - | - | - | <0.001 | <0.001 | <0.001 | <0.001 | ||
IR *: Incident rate (per 1000 person years); p **: p for trend; § Model 1: not adjusted; Model 2: adjusted for age, income, smoking status, alcohol consumption, level of physical activity, and fasting glucose level. ¥ Model 3: further adjusted for hypertension, dyslipidemia, and chronic kidney disease. ₮ Model 4: further adjusted for the duration of oral contraceptive use, parity, total duration of breast feeding, and age of menarche.
Figure 2HR and 95% Cl of type 2 diabetes mellitus incidence according to fatty liver index. (A) associations between FLI and type 2 DM risk by menopausal status. (B) associations between FLI and type 2 DM risk by age group. (C) associations between FLI and type 2 DM risk by menopausal status in women between the ages of 45 and 54 years old.
Associations between fatty liver index and type 2 diabetes mellitus risk according to age.
| FLI | Subjects | Event | Person Years | IR * | HR (95% CI) | |||
|---|---|---|---|---|---|---|---|---|
| Model 1 § | Model 2 | Model 3 ¥ | ||||||
| Age | <60 | 733,923 | 22,909 | 6,030,022.4 | 3.80 | 1 (Ref.) | 1 (Ref.) | 1(Ref.) |
| ≥60 | 17,731 | 3914 | 133,001.5 | 29.43 | 7.96 (7.69, 8.23) | 3.84 (3.41, 4.34) | 3.05 (2.70, 3.46) | |
| <30 | 666,609 | 15,027 | 5,497,107.7 | 2.73 | 1 (Ref.) | 1(Ref.) | 1(Ref.) | |
| <60 | 67,314 | 7882 | 532,914.8 | 14.79 | 5.48 (5.33, 5.63) | 3.59(3.25, 3.96) | 3.21 (2.90, 3.55) | |
| ≥60 | 17,731 | 3914 | 133,001.5 | 29.43 | 11.08 (10.70, 11.48) | 5.536 (4.88, 6.28) | 4.58 (4.02, 5.26) | |
| <0.001 | <0.0001 | <0.0001 | ||||||
| Age | <60 | 554,894 | 36,393 | 4,507,739.1 | 8.07 | 1 (Ref.) | 1 (Ref.) | 1(Ref.) |
| ≥60 | 25,919 | 6934 | 188,469.5 | 36.79 | 4.63 (4.51, 4.75) | 3.10 (3.01, 3.19) | 2.63(2.55, 2.71) | |
| <30 | 454,837 | 21,428 | 3,727,324.9 | 5.75 | 1 (Ref.) | 1 (Ref.) | 1(Ref.) | |
| <60 | 100,057 | 14,965 | 780,414.2 | 19.18 | 3.36 (3.29, 3.43) | 2.59 (2.53, 2.65) | 2.37(2.31, 2.42) | |
| ≥60 | 25,919 | 6934 | 188,469.5 | 36.79 | 6.52 (6.34, 6.70) | 4.28 (4.15, 4.41) | 3.68(3.57, 3.80) | |
| <0.0001 | <0.0001 | |||||||
| Age | <60 | 547,708 | 60,269 | 4,268,212.9 | 14.12 | 1 (Ref.) | 1 (Ref.) | 1(Ref.) |
| ≥60 | 37,364 | 10,122 | 263,366.2 | 38.43 | 2.73 (2.67, 2.79) | 2.25 (2.20, 2.29) | 2.03 (2.99, 2.08) | |
| <30 | 400,542 | 34,228 | 3,160,179.5 | 10.83 | 1 (Ref.) | 1 (Ref.) | 1(Ref.) | |
| <60 | 147,166 | 26,041 | 1,108,033.4 | 23.50 | 2.17 (2.14, 2.21) | 1.93 (1.9, 1.96) | 1.81 (1.78, 1.84) | |
| ≥60 | 37,364 | 10,122 | 263,366.2 | 38.43 | 3.56 (3.48, 3.64) | 2.87 (2.80, 2.93) | 2.59 (2.54, 2.65) | |
| <0.001 | <0.0001 | <0.0001 | ||||||
IR *: Incident rate (per 1000 person years); § Model 1: not adjusted; Model 2: adjusted for age, income, smoking status, alcohol intake, level of physical activity, and fasting glucose level; ¥ Model 3: further adjusted for hypertension, dyslipidemia, and chronic kidney disease.
Associations between fatty liver index and type 2 diabetes risk by menopausal status in 45-54-year-old women.
| Subjects | Event | Person Years | IR * | HR (95% CI) | |||||
|---|---|---|---|---|---|---|---|---|---|
| Model 1 § | Model 2 | Model 3 ¥ | Model 4 ₮ | ||||||
| Menopause | |||||||||
| No | 392,234 | 20,037 | 3,205,321.1 | 6.3 | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | ||
| Yes | 185,299 | 11,213 | 1,505,725.6 | 7.4 | 1.19 | 0.95 | 0.91 | ||
| Pre-menopause | FLI | ||||||||
| <60 | 381,736 | 17,293 | 3,128,111.4 | 5.5 | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | |
| ≥60 | 10,498 | 2744 | 77,209.7 | 35.5 | 6.60 | 4.27 | 3.35 | 3.30 | |
| <30 | 338,630 | 11,243 | 2,789,697.0 | 4.0 | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | |
| <60 | 43,106 | 6050 | 338,414.4 | 17.9 | 4.49 | 3.39 | 3.02 | 3.00 | |
| ≥60 | 10,498 | 2744 | 77,209.7 | 35.5 | 9.07 | 5.89 | 4.85 | 4.79 | |
| <0.0001 | <0.0001 | <0.0001 | <0.0001 | ||||||
| Post- | FLI | ||||||||
| <60 | 178,301 | 9502 | 1,454,328.6 | 6.5 | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | |
| ≥60 | 6998 | 1711 | 51,397.0 | 33.3 | 5.19 | 3.47 | 2.83 | 2.80 | |
| <30 | 151,978 | 5841 | 1,248,122.6 | 4.7 | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | 1 (Ref.) | |
| <60 | 26,323 | 3661 | 206,206.0 | 17.8 | 3.83 | 3.01 | 2.72 | 2.72 | |
| ≥60 | 6998 | 1711 | 51,397.0 | 33.3 | 7.25 | 4.83 | 4.06 | 4.05 | |
| <0.001 | <0.001 | <0.001 | <0.001 | ||||||
IR *: Incident rate (per 1000 person years); § Model 1: not adjusted; Model 2: adjusted for age, income, smoking status, alcohol intake, level of physical activity, and fasting glucose level; ¥ Model 3: further adjusted for hypertension, dyslipidemia, and chronic kidney disease.