| Literature DB >> 31074113 |
Masafumi Kurajoh1, Masaaki Inaba1, Koka Motoyama2, Nagato Kuriyama3, Etsuko Ozaki3, Teruhide Koyama3, Shinsuke Yamada1, Tomoaki Morioka1, Yasuo Imanishi1, Masanori Emoto1.
Abstract
AIMS/Entities:
Keywords: Cortical thickness; Leptin; Obesity
Mesh:
Substances:
Year: 2019 PMID: 31074113 PMCID: PMC6944815 DOI: 10.1111/jdi.13071
Source DB: PubMed Journal: J Diabetes Investig ISSN: 2040-1116 Impact factor: 4.232
Patient clinical characteristics
| Age (years) | 64 (53–71) |
| Male | 93 (51.1%) |
| BMI (kg/m2) | 25.4 (22.4–28.6) |
| Waist‐to‐hip ratio | 0.97 (0.92–1.00) |
| Handgrip strength (kg) | 23.0 (17.5–28.6) |
| Past cerebrovascular disease | 18 (9.9%) |
| Smoking habit | 88 (48.4%) |
| Fasting plasma glucose (mg/dL) | 113.5 (98.0–137.3) |
| HbA1c (%) | 8.3 (7.3–9.8) |
| Immunoreactive insulin (μU/mL) | 7.9 (5.3–11.1) |
| HOMA‐IR | 2.2 (1.5–3.4) |
| Duration of diabetes (years) | 10 (3–20) |
| Diabetic neuropathy | 102 (56.0%) |
| Medical treatment | |
| Metformin | 51 (28.0%) |
| Sulfonylurea | 54 (29.7%) |
| Glinides | 4 (2.2%) |
| DPP4 inhibitor | 68 (37.4%) |
| α‐Glucosidase inhibitor | 24 (13.2%) |
| Pioglitazone | 10 (5.5%) |
| GLP‐1 receptor analog | 9 (4.9%) |
| Insulin | 71 (39.0%) |
| α/β‐Blocker | 15 (8.2%) |
| Albumin (g/dL) | 4.0 (3.7–4.3) |
| eGFR (mL/min/1.73 m2) | 66.9 (49.7–82.9) |
| Whole PTH (pg/mL) | 20.4 (15.7–27.8) |
| BAP (U/L) | 12.7 (10.2–17.0) |
| TRACP‐5b (U/L) | 341.0 (245.3–470.3) |
| 1,25(OH)2D (pg/mL) | 44.0 (28.0–59.3) |
| Leptin (ng/mL) | 4.2 (1.8–9.3) |
| LD‐100 (5.5% distal radius) | |
| CoTh (mm) | 3.68 (2.67–4.44) |
| TrBMD (mg/cm3) | 167.6 (132.9–209.6) |
Total n = 182. Values are shown as the median (interquartile range) or number (%). †A total of 111 patients who did not receive insulin therapy. BAP, bone alkaline phosphatase; BMI, body mass index; CoTh, cortical thickness; DPP4, dipeptidyl peptidase‐4; eGFR, estimated glomerular filtration rate; GLP‐1, glucagon‐like peptide‐1; HbA1c, glycated hemoglobin A1c; HOMA‐IR, homeostatic model assessment of insulin resistance; PTH, parathyroid hormone; TRACP‐5b, tartrate‐resistant acid phosphatase‐5b; TrBMD, trabecular bone mineral density.
Simple regression analysis of factors associated with bone densitometry determined by LD‐100
| Variables | CoTh | TrBMD | ||
|---|---|---|---|---|
| ρ |
| ρ |
| |
| Age | −0.368 | <0.001 | −0.569 | <0.001 |
| Male = 1, Female = 0 | 0.652 | <0.001 | 0.134 | 0.070 |
| BMI | −0.008 | 0.915 | 0.369 | <0.001 |
| Waist‐to‐hip ratio | 0.174 | 0.019 | 0.177 | 0.017 |
| Handgrip strength | 0.650 | <0.001 | 0.395 | <0.001 |
| Past cerebrovascular disease (yes = 1, no = 0) | 0.078 | 0.292 | 0.023 | 0.762 |
| Smoking habit (yes = 1, no = 0) | 0.321 | <0.001 | 0.161 | 0.030 |
| Fasting plasma glucose | 0.117 | 0.115 | 0.152 | 0.040 |
| HbA1c | 0.182 | 0.014 | 0.114 | 0.126 |
| IRI | −0.040 | 0.677 | 0.237 | 0.013 |
| HOMA‐IR | −0.033 | 0.732 | 0.270 | 0.004 |
| Duration of diabetes | −0.131 | 0.079 | −0.245 | 0.001 |
| Diabetic neuropathy (yes = 1, no = 0) | −0.037 | 0.622 | −0.148 | 0.046 |
| Metformin (yes = 1, no = 0) | −0.124 | 0.095 | 0.110 | 0.138 |
| Sulfonylurea (yes = 1, no = 0) | 0.067 | 0.367 | 0.008 | 0.918 |
| Glinides (yes = 1, no = 0) | 0.122 | 0.100 | 0.035 | 0.643 |
| DPP4 inhibitor (yes = 1, no = 0) | −0.019 | 0.794 | −0.066 | 0.377 |
| α‐Glucosidase inhibitor (yes = 1, no = 0) | 0.117 | 0.117 | −0.026 | 0.723 |
| Pioglitazone (yes = 1, no = 0) | 0.077 | 0.302 | 0.052 | 0.483 |
| GLP‐1 receptor analog (yes = 1, no = 0) | 0.014 | 0.849 | 0.126 | 0.089 |
| Insulin (yes = 1, no = 0) | −0.065 | 0.386 | −0.153 | 0.039 |
| α/β‐Blocker (yes = 1, no = 0) | −0.052 | 0.485 | 0.004 | 0.953 |
| Albumin | 0.067 | 0.371 | 0.103 | 0.168 |
| eGFR | −0.067 | 0.369 | 0.109 | 0.143 |
| Whole PTH | −0.013 | 0.857 | −0.058 | 0.439 |
| BAP | −0.068 | 0.359 | −0.055 | 0.458 |
| TRACP‐5b | −0.182 | 0.014 | −0.331 | <0.001 |
| 1,25(OH)2D | −0.040 | 0.596 | 0.063 | 0.401 |
| Leptin | −0.487 | <0.001 | 0.038 | 0.612 |
†A total of 111 patients who did not receive insulin therapy. BAP, bone alkaline phosphatase; BMI, body mass index; CoTh, cortical thickness; DPP4, dipeptidyl peptidase‐4; eGFR, estimated glomerular filtration rate; GLP‐1, glucagon‐like peptide‐1; HbA1c, glycated hemoglobin A1c; HOMA‐IR, homeostatic model assessment of insulin resistance; PTH, parathyroid hormone; TRACP‐5b, tartrate‐resistant acid phosphatase‐5b; TrBMD, trabecular bone mineral density.
Figure 1Relationship of plasma leptin level with cortical thickness (CoTh).
Figure 2Relationship of body mass index (BMI) with plasma leptin level.
Multiple regression analysis of factors associated with cortical thickness determined by LD‐100
| Variables | Model 1 | Model 2 | Model 3 | Model 4 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| β |
| VIF | β |
| VIF | β |
| VIF | β |
| VIF | |
| Age | −0.321 | <0.001 | 1.604 | −0.370 | <0.001 | 1.850 | −0.336 | <0.001 | 1.888 | −0.340 | <0.001 | 1.896 |
| Sex (male/female, 1/0) | 0.314 | <0.001 | 2.085 | 0.412 | <0.001 | 1.831 | 0.319 | <0.001 | 2.116 | 0.296 | <0.001 | 2.451 |
| Log (type 2 diabetes mellitus duration + 1) | −0.009 | 0.867 | 1.409 | −0.041 | 0.487 | 1.384 | −0.011 | 0.845 | 1.412 | −0.010 | 0.865 | 1.414 |
| HbA1c | 0.069 | 0.203 | 1.274 | 0.061 | 0.276 | 1.284 | 0.066 | 0.228 | 1.285 | 0.061 | 0.263 | 1.297 |
| Albumin | 0.090 | 0.103 | 1.322 | 0.059 | 0.299 | 1.298 | 0.088 | 0.112 | 1.327 | 0.091 | 0.103 | 1.330 |
| eGFR | −0.260 | <0.001 | 1.949 | −0.275 | <0.001 | 1.960 | −0.264 | <0.001 | 1.964 | −0.260 | <0.001 | 1.972 |
| Handgrip strength | 0.236 | 0.001 | 2.024 | 0.257 | <0.001 | 2.039 | 0.241 | 0.001 | 2.048 | 0.251 | <0.001 | 2.112 |
| Whole PTH | −0.074 | 0.190 | 1.399 | −0.050 | 0.393 | 1.388 | −0.072 | 0.205 | 1.405 | −0.066 | 0.246 | 1.423 |
| Log leptin | −0.258 | <0.001 | 1.355 | −0.237 | <0.001 | 1.870 | −0.243 | <0.001 | 1.892 | |||
| BMI | −0.158 | 0.005 | 1.252 | −0.039 | 0.541 | 1.728 | −0.069 | 0.340 | 2.293 | |||
| Waist‐to‐hip ratio | 0.054 | 0.393 | 1.741 | |||||||||
| Adjusted | 0.587/<0.001 | 0.557/<0.001 | 0.586/<0.001 | 0.585/<0.001 | ||||||||
Values shown represent standardized partial regression coefficient (β values), level of significance and variance inflation factor (VIF). Each model included age, sex, log (duration of type 2 diabetes mellitus + 1), glycated hemoglobin A1c (HbA1c), albumin, estimated glomerular filtration rate (eGFR), handgrip strength and whole parathyroid hormone (PTH) level as covariates. For the models, log (leptin) (model 1), body mass index (BMI) (model 2), log (leptin) and BMI (model 3), and log (leptin), BMI and waist‐to‐hip ratio (model 4) were added. R 2, coefficient of determination.
Inverse association of plasma leptin with cortical thickness determined by LD‐100 independent of other confounding factors
| Variables | β |
|
|---|---|---|
| Model 1 | ||
| Log leptin | −0.243 | <0.001 |
| Diabetic neuropathy (yes = 1, no = 0) | −0.006 | 0.916 |
| Model 2 | ||
| Log leptin | −0.244 | <0.001 |
| Past cerebrovascular disease (yes = 1, no = 0) | 0.020 | 0.700 |
| Model 3 | ||
| Log leptin | −0.243 | <0.001 |
| Smoking habit (yes = 1, no = 0) | −0.011 | 0.839 |
| Model 4 | ||
| Log leptin | −0.248 | <0.001 |
| 1,25(OH)2D | −0.044 | 0.458 |
| Model 5 | ||
| Log leptin | −0.240 | <0.001 |
| Use of pioglitazone (yes = 1, no = 0) | 0.060 | 0.227 |
| Model 6 | ||
| Log leptin | −0.328 | <0.001 |
| Use of insulin (yes = 1, no = 0) | 0.051 | 0.384 |
| Model 7 | ||
| Log leptin | −0.228 | 0.018 |
| Log HOMA‐IR | 0.018 | 0.831 |
| Model 8 | ||
| Log leptin | −0.244 | <0.001 |
| Use of α‐ or β‐blocker (yes = 1, no = 0) | 0.003 | 0.956 |
Values shown represent standardized partial regression coefficient (β values) and level of significance. Model 1 included age, sex, log (duration of type 2diabetes mellitus + 1), glycated hemoglobin A1c, albumin, estimated glomerular filtration rate, handgrip strength, whole parathyroid hormone level, body mass index, waist‐to‐hip ratio, log (plasma leptin level) and diabetic neuropathy as covariates. Diabetic neuropathy was replaced with past cerebrovascular disease (model 2), smoking (model 3), 1,25(OH)2D level (model 4), use of pioglitazone (model 5), use of insulin (model 6), log (homeostatic model assessment of insulin resistance [HOMA‐IR]) (model 7), and use of α‐ or β‐blocker (model 8). †A total of 111 patients who did not receive insulin therapy.
Multiple regression analysis of factors associated with trabecular bone mineral density determined by LD‐100
| Variables | Model 1 | Model 2 | Model 3 | Model 4 | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| β |
| VIF | β |
| VIF | β |
| VIF | β |
| VIF | |
| Age | −0.480 | <0.001 | 1.604 | −0.427 | <0.001 | 1.850 | −0.436 | <0.001 | 1.888 | −0.437 | <0.001 | 1.896 |
| Sex (male/female, 1/0) | −0.016 | 0.854 | 2.085 | −0.054 | 0.506 | 1.831 | −0.031 | 0.727 | 2.116 | −0.036 | 0.701 | 2.451 |
| Log (type 2 diabetes mellitus duration + 1) | −0.061 | 0.397 | 1.409 | −0.049 | 0.492 | 1.384 | −0.056 | 0.434 | 1.412 | −0.056 | 0.438 | 1.414 |
| HbA1c | 0.040 | 0.563 | 1.274 | 0.050 | 0.469 | 1.284 | 0.048 | 0.479 | 1.285 | 0.047 | 0.492 | 1.297 |
| Albumin | 0.022 | 0.751 | 1.322 | 0.035 | 0.608 | 1.298 | 0.028 | 0.690 | 1.327 | 0.028 | 0.685 | 1.330 |
| eGFR | −0.180 | 0.034 | 1.949 | −0.168 | 0.049 | 1.960 | −0.170 | 0.046 | 1.964 | −0.169 | 0.048 | 1.972 |
| Handgrip strength | 0.265 | 0.002 | 2.024 | 0.248 | 0.005 | 2.039 | 0.252 | 0.004 | 2.048 | 0.254 | 0.004 | 2.112 |
| Whole PTH | 0.030 | 0.678 | 1.399 | 0.018 | 0.803 | 1.388 | 0.023 | 0.743 | 1.405 | 0.025 | 0.732 | 1.423 |
| Log leptin | 0.120 | 0.090 | 1.355 | 0.061 | 0.464 | 1.870 | 0.059 | 0.478 | 1.892 | |||
| BMI | 0.140 | 0.040 | 1.252 | 0.109 | 0.171 | 1.728 | 0.102 | 0.269 | 2.293 | |||
| Waist‐to‐hip ratio | 0.013 | 0.869 | 1.741 | |||||||||
| Adjusted | 0.337/<0.001 | 0.343/<0.001 | 0.341/<0.001 | 0.337/<0.001 | ||||||||
Values shown represent standardized partial regression coefficient (β values), level of significance and variance inflation factor. Each model included age, sex, log (duration of type 2 diabetes mellitus + 1), glycated hemoglobin A1c (HbA1c), albumin, estimated glomerular filtration rate (eGFR), handgrip strength and whole parathyroid hormone (PTH) level as covariates. For the models, log (leptin) (model 1), body mass index (BMI) (model 2), log (leptin) and BMI (model 3), and log (leptin), BMI and waist‐to‐hip ratio (model 4) were added.
Non‐significant association of plasma leptin with trabecular bone mineral density determined by LD‐100
| Variables | β |
|
|---|---|---|
| Model 1 | ||
| Log leptin | 0.058 | 0.487 |
| Diabetic neuropathy (yes = 1, no = 0) | −0.024 | 0.735 |
| Model 2 | ||
| Log leptin | 0.052 | 0.529 |
| Past cerebrovascular disease (yes = 1, no = 0) | 0.098 | 0.125 |
| Model 3 | ||
| Log leptin | 0.061 | 0.463 |
| Smoking habit (yes = 1, no = 0) | 0.117 | 0.098 |
| Model 4 | ||
| Log leptin | 0.064 | 0.447 |
| 1,25(OH)2D | 0.045 | 0.553 |
| Model 5 | ||
| Log leptin | 0.061 | 0.469 |
| Use of pioglitazone (yes = 1, no = 0) | 0.037 | 0.558 |
| Model 6 | ||
| Log leptin | 0.061 | 0.471 |
| Use of insulin (yes = 1, no = 0) | −0.012 | 0.866 |
| Model 7 | ||
| Log leptin | 0.142 | 0.271 |
| Log HOMA‐IR | 0.090 | 0.344 |
| Model 8 | ||
| Log leptin | 0.061 | 0.475 |
| Use of α‐ or β‐blocker (yes = 1, no = 0) | −0.007 | 0.912 |
Values shown represent standardized partial regression coefficient (β values) and level of significance. Model 1 included age, sex, log (duration of type 2 diabetes mellitus + 1), glycated hemoglobin A1c, albumin, estimated glomerular filtration rate, handgrip strength, whole parathyroid hormone level, body mass index, waist‐to‐hip ratio, log (plasma leptin level) and diabetic neuropathy as covariates. Diabetic neuropathy was replaced with past cerebrovascular disease (model 2), smoking (model 3), 1,25(OH)2D level (model 4), use of pioglitazone (model 5), use of insulin (model 6), log (homeostatic model assessment of insulin resistance [HOMA‐IR]) (model 7) and use of α‐ or β‐blocker (model 8). †A total of 111 patients who did not receive insulin therapy.