| Literature DB >> 29404483 |
Fumika Shigiyama1, Naoki Kumashiro1, Yasuhiko Furukawa2, Takashi Funayama2, Kageumi Takeno2, Noritaka Wakui3, Takashi Ikehara3, Hidenari Nagai3, Hikari Taka4, Tsutomu Fujimura5, Hiroshi Uchino1, Yoshifumi Tamura2,6, Hirotaka Watada2,6, Tetsuo Nemoto7, Nobuyuki Shiraga8, Yasukiyo Sumino3, Takahisa Hirose1.
Abstract
Nonalcoholic fatty liver disease (NAFLD) plays a crucial role in type 2 diabetes and hepatocellular carcinoma. The major underlying pathogenesis is hepatic insulin resistance. The aim of the present study was to characterize patients with NAFLD with paradoxically normal hepatic insulin sensitivity relative to patients with NAFLD with hepatic insulin resistance. We recruited 26 patients with NAFLD and divided them into three groups ranked by the level of hepatic insulin sensitivity (HIS; high-HIS, mid-HIS, low-HIS), as assessed by the hyperinsulinemic-euglycemic clamp studies using stable isotope. Hepatic insulin sensitivity of the high-HIS group was identical to that of the non-NAFLD lean control (clamped percent suppression of endogenous glucose production, 91.1% ± 5.2% versus 91.0% ± 8.5%, respectively) and was significantly higher than that of the low-HIS group (66.6% ± 7.5%; P < 0.01). Adiposity (subcutaneous, visceral, intrahepatic, and muscular lipid content), hepatic histopathology, and expression levels of various genes by using liver biopsies, muscle, and adipose tissue insulin sensitivity, plasma metabolites by metabolomics analysis, putative biomarkers, and lifestyles were assessed and compared between the high-HIS and low-HIS groups. Among these, adipose tissue insulin sensitivity assessed by clamped percent suppression of free fatty acid, serum high molecular weight adiponectin, and plasma tricarboxylic acid cycle metabolites, such as citric acid and cis-aconitic acid, were significantly higher in the high-HIS group compared to the low-HIS group. In contrast, there were no differences in adiposity, including intrahepatic lipid content assessed by proton magnetic resonance spectroscopy (28.3% ± 16.1% versus 20.4% ± 9.9%, respectively), hepatic histopathology, other putative biomarkers, and lifestyles.Entities:
Year: 2017 PMID: 29404483 PMCID: PMC5721442 DOI: 10.1002/hep4.1077
Source DB: PubMed Journal: Hepatol Commun ISSN: 2471-254X
CHARACTERISTICS OF THE STUDY SUBJECTS
| Non‐NAFLD (n = 5) | NAFLD (n = 26) | |
|---|---|---|
| Age (years) | 35.4 ± 9.1 | 45.0 ± 11.1 |
| Sex (males/females), n (%) | 4 (80)/1 (20) | 18 (69)/8 (31) |
| Body height (cm) | 168 ± 7.7 | 168 ± 10.6 |
| Body weight (kg) | 64.5 ± 11.5 | 85 ± 17.4* |
| Body mass index (kg/m2) | 23.1 ± 3.2 | 30.1 ± 5.3* |
| Intrahepatic lipid content (%) | 1.8 ± 1.9 | 20.7 ± 13.3† |
| Alanine aminotransferase (IU/L) | 23.4 ± 8.0 | 59.3 ± 27.5† |
| NASH, n (%) | 0 (0.0) | 3 (11.5) |
| HbA1c (%) | 6.0 ± 0.9 | 6.6 ± 1.1 |
| Fasting plasma glucose (mg/dL) | 119.7 ± 28.9 | 127.0 ± 31.8 |
| Fasting plasma insulin (μU/mL) | 6.7 ± 1.4 | 18.1 ± 10.7† |
| HOMA‐IR (mg/dL) × (μU/mL) | 2.0 ± 0.6 | 5.7 ± 3.5† |
| Diabetes/no diabetes, n (%) | 2 (40.0)/3 (60.0) | 14 (53.8)/12 (46.2) |
| Glucose‐lowering medications‡ (+/–), n (%) | 1 (20.0)/4 (80.0) | 7 (26.9)/19 (73.1) |
Data are mean ± SD or number of subjects.
* P < 0.01, † P < 0.001, by Welch's t test for continuous variables and Fisher's exact test for categorical variables. All other unlabeled comparisons were not significantly different.
‡Glucose‐lowering medications were limited to α‐glucosidase inhibitor and/or rapid‐acting insulin secretagogues to minimize the effects on hepatic steatosis and insulin sensitivity.
Abbreviations: HbA1c, hemoglobin A1c; HOMA‐IR, homeostatic model assessment of insulin resistance index.
Figure 1Large variation in percent suppression of endogenous glucose production and intrahepatic lipid content. Patients with NAFLD with an intrahepatic lipid content >5% (n = 26) were divided into three groups ranked by the clamped percent suppression of endogenous glucose production. Upper one third, blue triangles indicate high‐HIS; middle one third, green diamonds indicate mid‐HIS; lower one third, red triangles indicate low‐HIS. Hepatic insulin sensitivity in the upper one third (blue triangles) was identical to that of non‐NAFLD subjects (black dots).
CHARACTERISTICS OF PATIENTS IN THE HIGH‐HIS AND LOW‐HIS GROUPS
| High‐HIS (n = 9) | Low‐HIS (n = 9) |
| |
|---|---|---|---|
| Age (years) | 44.6 ± 13.1 | 46.6 ± 12.4 | 0.75 |
| Sex (males/females), n (%) | 4 (44.4)/5 (55.6) | 7 (77.8)/2 (22.2) | 0.33 |
| Body height (cm) | 162.0 ± 7.9 | 170.5 ± 11.3 | 0.09 |
| Body weight (kg) | 81.0 ± 17.4 | 87.5 ± 22.4 | 0.51 |
| Body mass index (kg/m2) | 30.7 ± 5.5 | 29.8 ± 5.5 | 0.73 |
| NASH/non‐NASH, n (%) | 1 (11.1)/8 (88.9) | 2 (25.0)/6 (75.0) | 0.58 |
| Diabetes/no diabetes, n (%) | 2 (22.2)/7 (77.8) | 6 (66.7)/3 (33.3) | 0.15 |
| Glucose‐lowering medications (+/–), n (%) | 0 (0)/9 (100.0) | 3 (33.3)/6 (66.7) | 0.21 |
| HbA1c (%) | 6.1 ± 1.0 | 7.0 ± 1.5 | 0.18 |
| Fasting plasma glucose (mg/dL) | 106.1 ± 6.8 | 140.6 ± 41.7 | 0.052 |
| Fasting plasma insulin (μU/mL) | 13.9 ± 3.2 | 21.4 ± 8.1 |
|
| HOMA‐IR (mg/dL) × (μU/mL) | 3.6 ± 0.9 | 7.7 ± 3.8 |
|
| Hyperinsulinemic‐euglycemic clamp data | |||
| Clamped plasma glucose (mg/dL) | 96.0 ± 2.2 | 96.7 ± 6.6 | 0.79 |
| Clamped plasma insulin (μU/mL) | 80.3 ± 9.1 | 74.2 ± 15.7 | 0.33 |
| Clamped glucose infusion rate (mg/fat‐free BW/minute) | 6.3 ± 1.8 | 4.9 ± 2.7 | 0.22 |
| Basal endogenous glucose production (mg/fat‐free BW/minute) | 2.9 ± 0.3 | 2.9 ± 0.5 | 0.87 |
| Clamped endogenous glucose production (mg/fat‐free BW/minute) | 0.3 ± 0.2 | 1.0 ± 0.2 | < |
| Clamped percent suppression of endogenous glucose production (%) | 91.1 ± 5.2 | 66.3 ± 7.5 | < |
| Clamped glucose disposal rate (mg/fat‐free BW/minute) | 6.5 ± 1.8 | 5.8 ± 2.6 | 0.52 |
| Clamped percent stimulation of glucose disposal rate (%) | 126.1 ± 53.4 | 113.0 ± 115.7 | 0.76 |
| Basal free fatty acid (μEq/L) | 771.1 ± 288.2 | 606.7 ± 124.3 | 0.15 |
| Clamped free fatty acid (μEq/L) | 73.0 ± 33.3 | 140.0 ± 70.9 |
|
| Clamped percent suppression of free fatty acid (%) | 91.4 ± 3.0 | 80.0 ± 10.9 |
|
| Adipose tissue‐IR (μEq/L) × (μU/mL) | 9,611.4 ± 4,452.2 | 8,608.6 ± 4,787.3 | 0.65 |
| HMW adiponectin (μg/mL) | 3.4 ± 1.8 | 1.7 ± 0.9 |
|
| Metabolomics data (relative area) | |||
| Citric acid | 1.4E‐02 ± 1.6E‐03 | 1.1E‐02 ± 1.8E‐03 | < |
| Methionine sulfoxide | 4.7E‐04 ± 8.3E‐05 | 3.5E‐04 ± 9.9E‐05 |
|
|
| 8.5E‐04 ± 1.5E‐04 | 6.7E‐04 ± 1.2E‐04 |
|
| Myristoleic acid | 1.5E‐04 ± 6.8E‐05 | 8.6E‐05 ± 2.9E‐05 |
|
| Fatty acid (19:1) | 2.0E‐05 ± 5.5E‐06 | 1.5E‐05 ± 2.1E‐06 |
|
| Stachydrine | 2.3E‐03 ± 1.8E‐03 | 8.3E‐04 ± 5.0E‐04 |
|
| 2‐Aminoisobutyric acid/2‐aminobutyric acid | 6.7E‐03 ± 8.9E‐04 | 8.7E‐03 ± 2.4E‐03 |
|
| Pregnenolone sulfate | 3.1E‐05 ± 1.3E‐05 | 2.0E‐05 ± 5.4E‐06 |
|
| Threonine | 2.7E‐02 ± 2.6E‐03 | 3.0E‐02 ± 4.2E‐03 |
|
| Cholesterol sulfate | 1.6E‐04 ± 3.8E‐05 | 2.2E‐04 ± 5.9E‐05 |
|
| Succinic acid | 2.7E‐04 ± 4.1E‐05 | 2.2E‐04 ± 6.2E‐05 |
|
Data are mean ± SD. P values in bold indicate significant difference. Comparisons by Welch's t test and Fisher's exact test (for categorical data).
Analyzed number of subjects is 8. A total of 356 metabolites were detected by metabolomics analysis, and only 11 metabolites were significantly different between the two groups and shown in this table.
Clamped percent suppression of endogenous glucose production (EGP) = (basal EGP – clamped EGP) / (basal EGP) × 100. Clamped percent stimulation of glucose disposal rate (Rd) = (clamped Rd – basal Rd) / (basal Rd) × 100. Percent suppression of free fatty acids (FFA) = (basal FFA – clamped FFA) / (basal FFA) × 100. Adipose tissue‐IR = (fasting plasma free fatty acid) × (fasting plasma insulin).
Abbreviations: BW, body weight; HbA1c, hemoglobin A1c; HOMA‐IR, homeostatic model assessment of insulin resistance index; IR, insulin resistance.
RESULTS OF METABOLITE SET ENRICHMENT ANALYSIS
| Metabolic Pathway | Total Metabolites | Detected Metabolites | Selected Metabolites |
|
|
|---|---|---|---|---|---|
| Tricarboxylic acid cycle | 13 | 6 | 3 |
| 0.0636 |
| Methionine metabolism | 25 | 3 | 1 | 0.1743 | 1.0000 |
| Glutamic acid and glutamine metabolism | 11 | 5 | 1 | 0.2759 | 1.0000 |
| Shikimic acid metabolism | 27 | 5 | 1 | 0.2759 | 1.0000 |
| Tyrosine metabolism | 76 | 5 | 1 | 0.2759 | 1.0000 |
| Glycine, serine and threonine metabolism | 42 | 17 | 1 | 0.6917 | 1.0000 |
| Glycolysis/gluconeogenesis | 11 | 3 | 0 | 1.0000 | 1.0000 |
| Pentose phosphate pathway | 10 | 2 | 0 | 1.0000 | 1.0000 |
| Alanine, aspartic acid, and asparagine metabolism | 11 | 6 | 0 | 1.0000 | 1.0000 |
| Lysine metabolism | 55 | 6 | 0 | 1.0000 | 1.0000 |
| Valine, leucine, and isoleucine metabolism | 22 | 8 | 0 | 1.0000 | 1.0000 |
| Cysteine metabolism | 30 | 11 | 0 | 1.0000 | 1.0000 |
| Histidine metabolism | 39 | 8 | 0 | 1.0000 | 1.0000 |
| Urea cycle | 23 | 7 | 0 | 1.0000 | 1.0000 |
| Proline metabolism | 22 | 5 | 0 | 1.0000 | 1.0000 |
| Polyamine metabolism | 20 | 3 | 0 | 1.0000 | 1.0000 |
| Tryptophan metabolism | 80 | 4 | 0 | 1.0000 | 1.0000 |
| Beta‐alanine metabolism | 31 | 7 | 0 | 1.0000 | 1.0000 |
| Taurine and hypotaurine metabolism | 20 | 6 | 0 | 1.0000 | 1.0000 |
| Creatine metabolism | 11 | 8 | 0 | 1.0000 | 1.0000 |
| Purine metabolism | 87 | 12 | 0 | 1.0000 | 1.0000 |
| Pyrimidine metabolism | 56 | 8 | 0 | 1.0000 | 1.0000 |
| Ribonucleotide metabolism | 18 | 6 | 0 | 1.0000 | 1.0000 |
| Deoxyribonucleotide metabolism | 19 | 0 | 0 | 1.0000 | 1.0000 |
| Conjugated bile acid metabolism | 5 | 1 | 0 | 1.0000 | 1.0000 |
| Nicotinic acid metabolism | 43 | 6 | 0 | 1.0000 | 1.0000 |
All significantly different metabolites found between the high‐HIS and low‐HIS groups by Welch's t test were later analyzed by the metabolite set enrichment analysis, which identified the tricarboxylic acid cycle pathway as the only significant pathway. P values in bold indicate a significant difference.
Abbreviation: BH method, Benjamini and Hochberg method.
PUTATIVE BIOMARKERS, BODY COMPOSITION AND LIPID DISTRIBUTION, AND LIFESTYLES OF THE TWO GROUPS
| High‐HIS (n = 9) | Low‐HIS (n = 9) |
| |
|---|---|---|---|
| Putative blood and urine biomarkers | |||
| Glucagon (pg/mL) | 174 ± 26 | 185 ± 54 | 0.60 |
| Cortisol (U/mL) | 15.6 ± 6.7 | 11.7 ± 4.6 | 0.16 |
| Alanine aminotransferase (IU/L) | 74.3 ± 34.0 | 56.6 ± 18.4 | 0.19 |
| High‐sensitive C‐reactive protein (mg/dL) | 0.34 (0.2,0.4) | 0.17 (0.1,0.6) | 0.93 |
| Ferritin (ng/mL) | 229 ± 164 | 361 ± 222 | 0.19 |
| Procollagen III peptide (U/mL) | 0.6 ± 0.1 | 0.6 ± 0.1 | 0.66 |
| Type IV collagen 7s (ng/mL) | 4.7 ± 0.9 | 5.0 ± 1.0 | 0.48 |
| Hyaluronic acid (ng/mL) | 17.0 (4.5,49.0) | 46.0 (20.0,61.0) | 0.18 |
| Cytokeratin‐18 fragment (U/L) | 583 (245,803) | 458 (393,660) | 1.00 |
| Fetuin‐A (μg/mL) | 260 ± 48 | 280 ± 28 | 0.29 |
| Fibroblast growth factor 21 (pg/mL) | 243 (195,348) | 240 (227,410) | 0.86 |
| Urine 8‐OHdG (ng/mL) | 12.7 ± 8.3 | 17.1 ± 8.6 | 0.29 |
| Body composition and lipid distribution | |||
| Whole body skeletal muscle mass index (kg/m2) | 18.6 ± 3.0 | 20.3 ± 2.7 | 0.21 |
| Whole body fat ratio (%) | 35.5 ± 7.5 | 29.5 ± 7.8 | 0.11 |
| Abdominal visceral fat area (cm2) | 182.1 ± 65.7 | 180.4 ± 56.9 | 0.95 |
| Abdominal subcutaneous fat area (cm2) | 276.0 ± 120.5 | 268.5 ± 117.8 | 0.90 |
| Subcutaneous fat/visceral fat ratio | 1.5 ± 0.6 | 1.6 ± 0.7 | 0.96 |
| Abdomen circumference (cm) | 98.4 ± 13.0 | 103.9 ± 13.4 | 0.41 |
| Intrahepatic lipid content (%) | 28.3 ± 16.1 | 20.4 ± 9.9 | 0.23 |
| Extramyocellular lipid content (S‐fat/Cr) | 29.3 ± 25.1 | 16.6 ± 13.8 | 0.21 |
| Intramyocellular lipid content (S‐fat/Cr) | 6.3 ± 4.2 | 4.2 ± 2.6 | 0.23 |
| Diet | |||
| Total dietary intake (kcal/day) | 1749 ± 634 | 2030 ± 702 | 0.40 |
| Alcohol (g/day) | 0 (0,0) | 0 (0,4.8) | 0.44 |
| Protein intake ratio (%) | 15.5 ± 2.1 | 16.0 ± 2.3 | 0.67 |
| Fat intake ratio (%) | 26.5 ± 5.3 | 28.6 ± 6.1 | 0.48 |
| Carbohydrate intake ratio (%) | 56.0 ± 6.5 | 52.8 ± 8.5 | 0.40 |
| Exercise | |||
| Physical activity (MET | 2.7 ± 1.0 | 4.3 ± 1.9 | 0.06 |
| Total daily energy expenditure (MET | 25.3 ± 3.3 | 27.1 ± 4.2 | 0.34 |
| Sleep | |||
| Morning–Evening Questionnaire score | 54.3 ± 8.0 | 52.3 ± 12.4 | 0.69 |
| Pittsburg Sleep Quality Index | 6.6 ± 4.4 | 6.1 ± 4.7 | 0.85 |
| Sleep time (minutes) | 392.4 ± 56.4 | 440.9 ± 79.1 | 0.18 |
| Well‐being score | 22.7 ± 5.8 | 23.0 ± 4.3 | 0.90 |
| Beck Depression Inventory II | 13.4 ± 12.9 | 10.3 ± 8.9 | 0.56 |
Data are mean ± SD or medians (quartile 1, quartile 3). Comparisons by the Welch's t test or Wilcoxon's rank sum test.
Intake ratio was expressed as calories.
Abbreviations: 8‐OHdG, 8‐hydroxy‐2′‐deoxyguanosine; MET, metabolic equivalent of task; S‐fat, soluble fat (methylene signal intensity).
Figure 2Histopathologic comparison between high‐HIS and low‐HIS groups.
The NAFLD activity score was assessed by histologic features of steatosis (0‐3), lobular inflammation (0‐2), and hepatocellular ballooning (0‐2). (A) Total NAFLD activity score. (B) Steatosis score. (C) Hepatocellular ballooning score. (D) Lobular inflammation score. The total NAFLD activity score (A) was calculated by summation of the scores of B, C, and D. (E) Fibrosis stage was also assessed in addition to the NAFLD activity score. Data represent the number of patients for each score. Wilcoxon rank sum test was used for comparing the two groups.
Figure 3Comparison of hepatic mRNA expression between high‐HIS and low‐HIS groups. (A) Gluconeogenesis. (B) Lipogenesis and lipid oxidation. The average values of the low‐HIS group were set as 1. Data are mean ± SD. *P < 0.05, by unpaired t test.
Abbreviations: CPT1, carnitine palmitoyltransferase I; DGAT2, diacylglycerol O‐acyltransferase 2; FBP1, fructose‐1,6‐bisphosphatase; G6Pase, glucose‐6‐phosphatase; PEPCK, phosphoenolpyruvate carboxykinase; PPARα, peroxisome proliferator‐activated receptor α; SREBP1, sterol regulatory element binding transcription factor 1.