| Literature DB >> 31374571 |
Yiin Ling1,2, Jérôme Carayol3, Bogdan Galusca1,2, Carles Canto3, Christophe Montaurier4, Alice Matone5, Irene Vassallo6, Kaori Minehira3, Virginie Alexandre3, Ornella Cominetti7, Antonio Núñez Galindo7, John Corthésy7, Loïc Dayon7, Aline Charpagne8, Sylviane Métairon8, Frédéric Raymond8, Patrick Descombes8, François Casteillo9, Michel Peoc'h9, Radu Palaghiu10, Léonard Féasson11, Yves Boirie4, Bruno Estour1,2, Jörg Hager3, Natacha Germain1,2, Nele Gheldof3.
Abstract
BACKGROUND: Constitutional thinness (CT) is a state of low but stable body weight (BMI ≤18 kg/m2). CT subjects have normal-range hormonal profiles and food intake but exhibit resistance to weight gain despite living in the modern world's obesogenic environment.Entities:
Keywords: constitutional thinness; futile lipid cycling; mitochondria; proteomics; respiration; transcriptome analysis; white adipose tissue
Year: 2019 PMID: 31374571 PMCID: PMC6736451 DOI: 10.1093/ajcn/nqz144
Source DB: PubMed Journal: Am J Clin Nutr ISSN: 0002-9165 Impact factor: 7.045
Clinical variables in CT (n = 29, 14 females and 15 males) compared with control (n = 29, 15 females and 14 males) individuals at baseline
| Characteristic | CT | Control | CT status, | CT status × sex, |
|---|---|---|---|---|
| Age, y | 24.97 ± 4.7 | 22.63 ± 2.93 | ||
| BMI, kg/m2 | 16.96 ± 0.74 | 22.99 ± 1.03 | ||
| Waist-hip ratio | 0.77 ± 0.06 | 0.78 ± 0.07 | 0.042 | 0.28 |
| Total fat, kg | 9.71 ± 1.86 | 18.71 ± 5.20 | 1.7 × 10−23* | 0.98 |
| Total fat body mass, % | 19.59 ± 4.97 | 27.09 ± 7.89 | 4.5 × 10−08* | 0.53 |
| Total lean body mass, kg | 39.28 ± 6.70 | 49.79 ± 9.70 | 2.0 × 10−26* | 0.72 |
| Total lean body mass, % | 80.41 ± 4.97 | 72.56 ± 8.13 | 4.4 × 10−08* | 0.61 |
| Heart rate, bpm | 69.21 ± 10.68 | 65.28 ± 10.38 | 0.033 | 0.031 |
| Systolic blood pressure, mm Hg | 115.07 ± 11.86 | 125.72 ± 9.83 | 4.2 × 10−05* | 0.17 |
| Diastolic blood pressure, mm Hg | 66.21 ± 9.36 | 71.21 ± 6.67 | 6.0 × 10−04* | 0.079 |
| Fat stool, g/24 h | 3.16 ± 2.13 | 4.14 ± 2.31 | 0.25 | 0.39 |
| Energy variables | ||||
| Free-living condition | ||||
| Total caloric intake, kcal/24 h | 2179.62 ± 433.09 | 2004.55 ± 482.75 | 0.45 | 0.062 |
| Carbohydrates, g | 264.14 ± 65.22 | 227 ± 58.01 | 0.16 | 0.036 |
| Protein, g | 79.48 ± 19.53 | 80.34 ± 20.24 | 0.3 | 0.053 |
| Lipids, g | 88.52 ± 18.64 | 81.38 ± 20.24 | 0.77 | 0.23 |
| Snacking calories, kcal/24 h | 328.2 ± 192.67 | 177.08 ± 138.82 | 2.1 × 10−03* | 0.82 |
| Snacking frequency | 1.47 ± 0.72 | 0.95 ± 0.48 | 7.7 × 10−03* | 0.88 |
| Physical activity level | 1.55 ± 0.21 | 1.75 ± 0.21 | 9.1 × 10−04* | 0.016 |
| Fasting respiratory quotient | 0.82 ± 0.04 | 0.8 ± 0.05 | 0.6 | 0.07 |
| Fat oxidation index, mg/min/kg | 1.00 ± 0.31 | 0.91 ± 0.27 | 0.016* | 0.027 |
| Carbohydrate oxidation index, mg/min/kg | 1.34 ± 0.84 | 0.80 ± 0.59 | 0.022 | 0.16 |
| REE, kcal/24 h | 1255.14 ± 228.91 | 1466.83 ± 239.82 | 1.4 × 10−10* | 0.62 |
| TEE, kcal/24 h | 1966.14 ± 458.79 | 2561.8 ± 591.65 | 2.5 × 10−10* | 0.15 |
| Calorimetric chamber | ||||
| Total caloric intake, kcal/24 h | 1919.71 ± 267.5 | 2007.39 ± 235.53 | 0.025 | 0.800 |
| REE, kcal/24 h | 1442.53 ± 386.89 | 1653.98 ± 331.45 | 8.10 × 10−08* | 0.62 |
| TEE, kcal/24 h | 1819.77 ± 243.94 | 2180.2 ± 284.21 | 9.10 × 10−20* | 0.88 |
| Lipid metabolism | ||||
| Cholesterol, mmol/L | 4.46 ± 0.78 | 4.13 ± 0.78 | 0.74 | 0.29 |
| HDL-C, mmol/L | 1.55 ± 0.36 | 1.36 ± 0.35 | 0.18 | 0.82 |
| LDL-C, mmol/L | 2.48 ± 0.76 | 2.30 ± 0.72 | 0.83 | 0.55 |
| Triglycerides, mmol/L | 0.93 ± 0.26 | 0.87 ± 0.29 | 0.59 | 0.33 |
| Glycerol, μmol/L | 31.24 ± 28.47 | 23.78 ± 20.08 | 0.55 | 0.19 |
| NEFAs, μmol/L | 389.97 ± 202.38 | 372 ± 223.82 | 0.29 | 0.71 |
| Glucose metabolism | ||||
| Fasting glucose, mmol/L | 4.66 ± 0.34 | 4.68 ± 0.44 | 0.81 | 0.46 |
| Fasting insulin, mUI/L | 6.07 ± 3.67 | 7.51 ± 2.75 | 5.7 × 10−04* | 0.36 |
| Blood biochemical parameters | ||||
| IGF-1, µg/L | 241.62 ± 86.59 | 254.8 ± 52.51 | 0.033 | 0.097 |
| Leptin, µg/L | 3.76 ± 2.23 | 9.34 ± 6.77 | 0.34 | 0.27 |
| Metadrenaline, nmol/L | 0.20 ± 0.09 | 0.16 ± 0.06 | 0.18 | 0.75 |
| Normetadrenaline, nmol/L | 0.38 ± 0.11 | 0.34 ± 0.1 | 0.11 | 0.063 |
| TSH, mUI/L | 2.38 ± 1.31 | 2.06 ± 1.01 | 0.38 | 0.33 |
| Free T3, pmol/L | 5.98 ± 1.99 | 5.44 ± 0.66 | 0.66 | 0.52 |
| Free T4, pmol/L | 16.83 ± 3.38 | 17.21 ± 1.68 | 0.99 | 0.2 |
| Urinary metabolites | ||||
| Creatinine, mmol/L | 10.05 ± 2.78 | 13.75 ± 3.6 | 4.7 × 10−11* | 0.56 |
| Urea, mmol/L | 263.11 ± 95.08 | 385.52 ± 143.25 | 3.5 × 10−09* | 0.17 |
| Uric acid, mmol/L | 2.62 ± 0.78 | 3.53 ± 0.94 | 7.0 × 10−09* | 0.92 |
Data are presented as means ± SDs. P values are assessed by repeated-measures ANOVA for outcomes adjusted for sex and age. A Bonferroni correction was applied for each set of measure to define a result as significant (defined by *). bpm, beats per minute; CT, constitutional thinness; HDL-C, HDL cholesterol; IGF-1, insulin-like growth factor 1; LDL-C, LDL cholesterol; NEFA, nonesterified fatty acid; REE, resting energy expenditure; TEE, total energy expenditure; TSH, thyrotropin; T3, triiodothyronine; T4, thyroxine.
FIGURE 1Distinct differences in adipose tissue in constitutional thinness (CT). (A) Adipocyte area (μm2) measured by histological analysis. Values are expressed as mean and SEM. Mean values are from at least 10 pictures per slide (capturing more than 1000 cells per sample). Black bars correspond to CT individuals ( n = 29, 15 females and 14 males), while white bars correspond to the controls (n = 29, 15 females and 14 males). (B) Respirometry analyses in subcutaneous white adipose tissue (sWAT) using high-resolution respirometry. Values are expressed as mean and SEM from 10 CT individuals (5 females, 5 males; black bars) and 13 controls (9 females, 4 males; white bars) before and after overfeeding (OF; dashed bars). CI, complex I respiration; CI + CII, complex I and II respiration; CII, complex II activity alone; ETS, maximal electron transport system capacity. (C) Mitochondrial DNA content in sWAT at baseline in CT individuals ( n = 29) compared with controls (n = 29). Associations between CT status and variables were tested using a logistic regression adjusted on confounders (age and sex) at baseline and after intervention. Statistical significance level after correction for multiple testing when comparing CT versus controls is indicated by * for P < 0.05 and ** for P < 0.01, while # indicates a significance level at P < 0.05 of the intervention (before vs after intervention).
FIGURE 2Transcriptomic analyses of adipose tissue at baseline. (A) Volcano plot showing differential expression of constitutional thinness (CT) (n = 30) compared with control (n = 30) individuals. Dashed lines correspond to the log2 fold change (FC) and false discovery rate (FDR) of 10%. The top differentially expressed hits are represented by orange dots, the significant hits but not strongly differentially expressed are represented by dark blue dots, and the nonsignificant hits not selected are represented by light blue dots. Differential expression was tested by using a logistic regression model correcting for age and sex followed by a Wald test to assess the statistical significance of the coefficient of interest. As no sex interaction was found, association was evaluated without interaction term. Benjamini–Hochberg multiple testing correction was applied within the fitted model on the derived P values (FDR). (B) Correlation is shown between RNA sequencing (RNA-seq) and Nanostring gene expression analysis of top 65 differentially expressed genes, tested using a nonparametric Spearman correlation (Spearman's r = 0.8926; 95% CI: 0.82, 0.94; P < 0.0001). (C) Ingenuity Pathway Analysis showing the top 5 significantly affected pathways. Genes that passed the FDR-adjusted P value < 10% were used as input data (orange and dark blue dots in the volcano plot, corresponding to 753 genes). Percentage overlap with the corresponding pathway is shown, as well as the number of hits compared with total number of genes in the pathway in parentheses.
List of genes differentially expressed in adipose tissue at baseline from CT (n = 30) compared with control (n = 30) individuals at baseline
| RNA-seq | Nanostring | ||||||
|---|---|---|---|---|---|---|---|
| Ensembl gene ID | Symbol | Entrez gene name | Expression log2 FC | Expression FDR | Expression log2 FC | Expression FDR | Correlation FDR |
| ENSG00000198759 |
| Epidermal GF-like domain multiple 6 | –2.422 | 7.78 × 10−02 | –1.829 | 1.17 × 10−02 | 7.10 × 10−10 |
| ENSG00000119125 |
| Guanine deaminase | –2.392 | 7.78 × 10−02 | –1.947 | 1.87 × 10−02 | 2.50 × 10−13 |
| ENSG00000123119 |
|
| –2.355 | 7.78 × 10−02 | –3.142 | 7.00 × 10−03 | 6.00 × 10−31 |
| ENSG00000100985 |
| Matrix metallopeptidase 9 | –1.83 | 8.02 × 10−02 | –1.423 | 1.47 × 10−02 | 1.20 × 10−10 |
| ENSG00000113389 |
| Natriuretic peptide receptor 3 | –1.519 | 7.78 × 10−02 | –1.683 | 5.49 × 10−03 | 2.20 × 10−16 |
| ENSG00000079689 |
| Secretagogin, EF-hand calcium binding protein | –1.293 | 7.78 × 10−02 | –0.627 | 5.43 × 10−02 | 2.20 × 10−16 |
| ENSG00000174697 |
| Leptin | –1.243 | 7.78 × 10−02 | –1.214 | 3.98 × 10−03 | 2.20 × 10−16 |
| ENSG00000154277 |
| Ubiquitin C-terminal hydrolase L1 | –1.218 | 7.78 × 10−02 | –1.081 | 4.25 × 10−03 | 7.40 × 10−31 |
| ENSG00000182255 |
| Potassium voltage-gated channel subfamily A m4 | –1.132 | 7.78 × 10−02 | –1.407 | 6.41 × 10−03 | 2.20 × 10−19 |
| ENSG00000183117 |
| CUB and Sushi multiple domains 1 | –1.122 | 8.02 × 10−02 | –0.748 | 1.87 × 10−02 | 2.80 × 10−05 |
| ENSG00000113739 |
| Stanniocalcin 2 | –1.108 | 7.78 × 10−02 | –1.116 | 6.61 × 10−03 | 2.50 × 10−08 |
| ENSG00000172995 |
| cAMP-regulated phosphoprotein 21 | –1.078 | 8.17 × 10−02 | –1.089 | 5.49 × 10−03 | 1.30 × 10−04 |
| ENSG00000137801 |
| Thrombospondin 1 | –1.041 | 7.78 × 10−02 | –1.020 | 3.98 × 10−03 | 2.20 × 10−16 |
| ENSG00000163075 |
| Cilia flagella-associated protein 221 | –1.024 | 7.78 × 10−02 | –1.135 | 3.98 × 10−03 | 2.20 × 10−16 |
| ENSG00000000005 |
| Tenomodulin | –0.975 | 7.78 × 10−02 | –0.768 | 5.36 × 10−03 | 2.20 × 10−16 |
| ENSG00000158714 |
| SLAM family member 8 | –0.975 | 9.79 × 10−02 | –0.892 | 5.58 × 10−02 | 4.80 × 10−07 |
| ENSG00000186439 |
| Triadin | –0.972 | 9.70 × 10−02 | –1.188 | 1.24 × 10−02 | 2.20 × 10−16 |
| ENSG00000178826 |
| Transmembrane protein 139 | –0.943 | 7.78 × 10−02 | –1.049 | 1.47 × 10−02 | 8.90 × 10−14 |
| ENSG00000099957 |
| Purinergic receptor P2 × 6 | –0.919 | 7.78 × 10−02 | –1.229 | 5.22 × 10−03 | 1.60 × 10−10 |
| ENSG00000110092 |
| Cyclin D1 | –0.893 | 7.78 × 10−02 | –0.804 | 4.30 × 10−03 | 2.20 × 10−16 |
| ENSG00000164188 |
| RAN binding protein 3 like | –0.868 | 7.78 × 10−02 | –1.020 | 6.41 × 10−03 | 2.20 × 10−16 |
| ENSG00000109846 |
| Crystallin | –0.858 | 7.78 × 10−02 | –0.935 | 3.98 × 10−03 | 2.20 × 10−16 |
| ENSG00000117154 |
| Immunoglobin superfamily member 21 | –1.3181 | 8.97 × 10−02 | –0.921 | 4.49 × 10−02 | 8.40 × 10−08 |
| ENSG00000188778 |
| Adrenoceptor | –0.824 | 9.09 × 10−02 | –0.720 | 4.82 × 10−03 | 2.20 × 10−16 |
| ENSG00000102359 |
| Sushi repeat containing protein, X-linked 2 | –0.816 | 7.78 × 10−02 | –0.852 | 3.98 × 10−03 | 4.90 × 10−31 |
| ENSG00000173641 |
| Heat shock protein family B (small) m7 | –0.811 | 7.78 × 10−02 | –0.813 | 3.98 × 10−03 | 2.20 × 10−16 |
| ENSG00000117594 |
| Hydroxysteroid 11- | –0.803 | 8.99 × 10−02 | –0.704 | 2.54 × 10−02 | 2.20 × 10−16 |
| ENSG00000147852 |
| Very-low-density lipoprotein receptor | –0.767 | 8.17 × 10−02 | –0.883 | 4.82 × 10−03 | 2.20 × 10−16 |
| ENSG00000077274 |
| Calpain 6 | 0.76 | 7.78 × 10−02 | 0.777 | 3.98 × 10−03 | 2.20 × 10−16 |
| ENSG00000169710 |
| Fatty acid synthase | 0.769 | 8.58 × 10−02 | 0.727 | 5.49 × 10−03 | 2.20 × 10−16 |
| ENSG00000206384 |
| Collagen type VI | 0.772 | 7.78 × 10−02 | 0.903 | 4.55 × 10−03 | 2.20 × 10−16 |
| ENSG00000183798 |
| Elastin microfibril interfacer 3 | 0.811 | 9.27 × 10−02 | 0.449 | 5.96 × 10−02 | 9.30 × 10−05 |
| ENSG00000081760 |
| Acetoacetyl-CoA synthetase | 0.816 | 8.60 × 10−02 | 0.783 | 7.52 × 10−03 | 2.20 × 10−16 |
| ENSG00000166126 |
| Amnion-associated transmembrane protein | 0.855 | 7.78 × 10−02 | 0.568 | 7.63 × 10−02 | 1.70 × 10−04 |
| ENSG00000112394 |
| Solute carrier family 16 member 10 | 0.866 | 7.78 × 10−02 | 1.447 | 3.98 × 10−03 | 8.60 × 10−13 |
| ENSG00000060709 |
| RIMS binding protein 2 | 0.87 | 9.10 × 10−02 | 0.708 | 1.12 × 10−02 | 2.20 × 10−16 |
| ENSG00000253379 |
| EYA transcriptional coactivator and phosphatase 1 | 0.902 | 7.78 × 10−02 | 1.419 | 3.98 × 10−03 | 1.50 × 10−17 |
| ENSG00000099194 |
| Stearoyl-CoA desaturase | 0.911 | 7.78 × 10−02 | 1.100 | 3.98 × 10−03 | 2.20 × 10−16 |
| ENSG00000124003 |
| Monoacylglycerol | 0.912 | 8.02 × 10−02 | 1.213 | 3.98 × 10−03 | 2.20 × 10−16 |
| ENSG00000168702 |
| LDL receptor-related protein 1B | 0.919 | 7.78 × 10−02 | 0.717 | 5.44 × 10−02 | 2.20 × 10−16 |
| ENSG00000130208 |
| Apolipoprotein C1 | 0.92 | 7.78 × 10−02 | 0.870 | 2.76 × 10−02 | 2.20 × 10−16 |
| ENSG00000140284 |
| Solute carrier family 27 member 2 | 0.926 | 9.88 × 10−02 | 1.132 | 1.32 × 10−02 | 2.20 × 10−16 |
| ENSG00000113494 |
| Prolactin receptor | 0.979 | 7.78 × 10−02 | 1.080 | 5.27 × 10−03 | 2.20 × 10−16 |
| ENSG00000198963 |
| RAR-related orphan receptor B | 0.986 | 7.78 × 10−02 | 0.877 | 5.49 × 10−03 | 2.20 × 10−16 |
| ENSG00000138678 |
| Glycerol-3-phosphate acyltransferase 3 | 1.065 | 7.78 × 10−02 | 1.087 | 9.85 × 10−03 | 2.20 × 10−16 |
| ENSG00000164879 |
| Carbonic anhydrase 3 | 1.072 | 7.78 × 10−02 | 1.327 | 7.52 × 10−03 | 2.20 × 10−16 |
| ENSG00000135744 |
| Angiotensinogen | 1.087 | 7.78 × 10−02 | 1.116 | 4.82 × 10−03 | 2.20 × 10−16 |
| ENSG00000143365 |
| RAR-related orphan receptor C | 1.098 | 7.78 × 10−02 | 1.660 | 3.98 × 10−03 | 2.20 × 10−16 |
| ENSG00000145428 |
| Ring finger protein 175 | 1.098 | 7.78 × 10−02 | 1.119 | 1.87 × 10−02 | 7.60 × 10−09 |
| ENSG00000170522 |
| ELOVL fatty acid elongase 6 | 1.167 | 7.78 × 10−02 | 1.204 | 8.19 × 10−02 | 2.20 × 10−16 |
| ENSG00000160339 |
| Ficolin 2 | 1.181 | 7.78 × 10−02 | 1.294 | 5.36 × 10−03 | 2.20 × 10−16 |
| ENSG00000015520 |
| NPC1-like intracellular cholesterol transporter 1 | 1.276 | 7.78 × 10−02 | 0.765 | 3.50 × 10−02 | 5.50 × 10−05 |
| ENSG00000103460 |
| TOX high-mobility group box family member 3 | 1.282 | 7.78 × 10−02 | 1.378 | 8.73 × 10−02 | 1.70 × 10−11 |
| ENSG00000172425 |
| Tetratricopeptide repeat domain 36 | 1.295 | 7.78 × 10−02 | 1.260 | 6.41 × 10−03 | 3.50 × 10−10 |
Genes passing an FDR of 0.1 and a log2 FC threshold of 0.75 are reported here. Differential expression was tested by using a logistic regression model correcting for age and sex followed by a Wald test to assess the statistical significance of the coefficient of interest. As no sex interaction was found, association was evaluated without interaction term. Benjamini–Hochberg multiple testing correction was applied within the fitted model on the derived P values (FDR). Correlation tests between RNA-seq and Nanostring gene quantification were performed using a nonparametric Spearman correlation test. CT, constitutional thinness; FC, fold change; FDR, false discovery rate; RNA-seq, RNA sequencing.