Skip to main content
Top
Published in: Obesity Surgery 9/2016

Open Access 01-09-2016 | Original Contributions

A Genetic Risk Score Is Associated with Weight Loss Following Roux-en Y Gastric Bypass Surgery

Authors: Marcus Bandstein, Sarah Voisin, Emil K. Nilsson, Bernd Schultes, Barbara Ernst, Martin Thurnheer, Christian Benedict, Jessica Mwinyi, Helgi B. Schiöth

Published in: Obesity Surgery | Issue 9/2016

Login to get access

Abstract

Background

Currently, Roux-en Y gastric bypass (RYGB) is the most efficient therapy for severe obesity. Weight loss after surgery is, however, highly variable and genetically influenced. Genome-wide association studies have identified several single nucleotide polymorphisms (SNP) associated with body mass index (BMI) and waist-hip ratio (WHR). We aimed to identify two genetic risk scores (GRS) composed of weighted BMI and WHR-associated SNPs to estimate their impact on excess BMI loss (EBMIL) after RYGB surgery.

Methods

Two hundred and thirty-eight obese patients (BMI 45.1 ± 6.2 kg/m2, 74 % women), who underwent RYGB, were genotyped for 35 BMI and WHR-associated SNPs and were followed up after 2 years. SNPs with high impact on post-surgical weight loss were filtered out using a random forest model. The filtered SNPs were combined into a GRS and analyzed in a linear regression model.

Results

An up to 11 % lower EBMIL with higher risk score was estimated for two GRS models (P = 0.026 resp. P = 0.021) composed of seven BMI-associated SNPs (closest genes: MC4R, TMEM160, PTBP2, NUDT3, TFAP2B, ZNF608, MAP2K5, GNPDA2, and MTCH2) and of three WHR-associated SNPs (closest genes: HOXC13, LYPLAL1, and DNM3-PIGC). Patients within the lowest GRS quartile had higher EBMIL compared to patients within the other three quartiles in both models.

Conclusions

We identified two GRSs composed of BMI and WHR-associated SNPs with significant impact on weight loss after RYGB surgery using random forest analysis as a SNP selection tool. The GRS may be useful to pre-surgically evaluate the risks for patients undergoing RYGB surgery.
Appendix
Available only for authorised users
Literature
1.
go back to reference Käkelä P, Jääskeläinen T, Torpström J, et al. Genetic risk score does not predict the outcome of obesity surgery. Obes Surg. 2014;24(1):128–33.CrossRefPubMed Käkelä P, Jääskeläinen T, Torpström J, et al. Genetic risk score does not predict the outcome of obesity surgery. Obes Surg. 2014;24(1):128–33.CrossRefPubMed
2.
go back to reference Elder KA, Wolfe BM. Bariatric surgery: a review of procedures and outcomes. Gastroenterology. 2007;132(6):2253–71.CrossRefPubMed Elder KA, Wolfe BM. Bariatric surgery: a review of procedures and outcomes. Gastroenterology. 2007;132(6):2253–71.CrossRefPubMed
3.
go back to reference Griffith PS, Birch DW, Sharma AM, et al. Managing complications associated with laparoscopic Roux-en-Y gastric bypass for morbid obesity. Can J Surg. 2012;55(5):329–36.CrossRefPubMedPubMedCentral Griffith PS, Birch DW, Sharma AM, et al. Managing complications associated with laparoscopic Roux-en-Y gastric bypass for morbid obesity. Can J Surg. 2012;55(5):329–36.CrossRefPubMedPubMedCentral
4.
go back to reference de Hollanda A, Ruiz T, Jimenez A, et al. Patterns of weight loss response following gastric bypass and sleeve gastrectomy. Obes Surg. 2015;25(7):1177–83.CrossRefPubMed de Hollanda A, Ruiz T, Jimenez A, et al. Patterns of weight loss response following gastric bypass and sleeve gastrectomy. Obes Surg. 2015;25(7):1177–83.CrossRefPubMed
5.
go back to reference Sevilla S, Hubal MJ. Genetic modifiers of obesity and bariatric surgery outcomes. Semin Pediatr Surg. 2014;23(1):43–8.CrossRefPubMed Sevilla S, Hubal MJ. Genetic modifiers of obesity and bariatric surgery outcomes. Semin Pediatr Surg. 2014;23(1):43–8.CrossRefPubMed
6.
go back to reference Heid IM, Jackson AU, Randall JC, et al. Meta-analysis identifies 13 new loci associated with waist-hip ratio and reveals sexual dimorphism in the genetic basis of fat distribution. Nat Genet. 2010;42(11):949–60.CrossRefPubMedPubMedCentral Heid IM, Jackson AU, Randall JC, et al. Meta-analysis identifies 13 new loci associated with waist-hip ratio and reveals sexual dimorphism in the genetic basis of fat distribution. Nat Genet. 2010;42(11):949–60.CrossRefPubMedPubMedCentral
7.
8.
go back to reference Speliotes EK, Willer CJ, Berndt SI, et al. Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index. Nat Genet. 2010;42(11):937–48.CrossRefPubMedPubMedCentral Speliotes EK, Willer CJ, Berndt SI, et al. Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index. Nat Genet. 2010;42(11):937–48.CrossRefPubMedPubMedCentral
9.
go back to reference Dima D, Breen G. Polygenic risk scores in imaging genetics: usefulness and applications. J Psychopharmacol. 2015;29:867–71.CrossRefPubMed Dima D, Breen G. Polygenic risk scores in imaging genetics: usefulness and applications. J Psychopharmacol. 2015;29:867–71.CrossRefPubMed
10.
go back to reference Mega JL, Stitziel NO, Smith JG, et al. Genetic risk, coronary heart disease events, and the clinical benefit of statin therapy: an analysis of primary and secondary prevention trials. Lancet. 2015;385:2264–71.CrossRefPubMedPubMedCentral Mega JL, Stitziel NO, Smith JG, et al. Genetic risk, coronary heart disease events, and the clinical benefit of statin therapy: an analysis of primary and secondary prevention trials. Lancet. 2015;385:2264–71.CrossRefPubMedPubMedCentral
11.
go back to reference Klimentidis YC, Bea JW, Lohman T, et al. High genetic-risk individuals benefit less from resistance exercise intervention. Int J Obes. 2015;39:1371–5.CrossRef Klimentidis YC, Bea JW, Lohman T, et al. High genetic-risk individuals benefit less from resistance exercise intervention. Int J Obes. 2015;39:1371–5.CrossRef
12.
go back to reference Hung CF, Breen G, Czamara D, et al. A genetic risk score combining 32 SNPs is associated with body mass index and improves obesity prediction in people with major depressive disorder. BMC Med. 2015;13:86.CrossRefPubMedPubMedCentral Hung CF, Breen G, Czamara D, et al. A genetic risk score combining 32 SNPs is associated with body mass index and improves obesity prediction in people with major depressive disorder. BMC Med. 2015;13:86.CrossRefPubMedPubMedCentral
13.
14.
go back to reference Lunetta KL, Hayward LB, Segal J, et al. Screening large-scale association study data: exploiting interactions using random forests. BMC Genet. 2004;5:32.CrossRefPubMedPubMedCentral Lunetta KL, Hayward LB, Segal J, et al. Screening large-scale association study data: exploiting interactions using random forests. BMC Genet. 2004;5:32.CrossRefPubMedPubMedCentral
15.
go back to reference Yokoyama JS, Bonham LW, Sears RL, et al. Decision tree analysis of genetic risk for clinically heterogeneous Alzheimer’s disease. BMC Neurol. 2015;15(1):47.CrossRefPubMedPubMedCentral Yokoyama JS, Bonham LW, Sears RL, et al. Decision tree analysis of genetic risk for clinically heterogeneous Alzheimer’s disease. BMC Neurol. 2015;15(1):47.CrossRefPubMedPubMedCentral
16.
go back to reference Bureau A, Dupuis J, Falls K, et al. Identifying SNPs predictive of phenotype using random forests. Genet Epidemiol. 2005;28(2):171–82. English.CrossRefPubMed Bureau A, Dupuis J, Falls K, et al. Identifying SNPs predictive of phenotype using random forests. Genet Epidemiol. 2005;28(2):171–82. English.CrossRefPubMed
17.
go back to reference Kautzky A, Baldinger P, Souery D, et al. The combined effect of genetic polymorphisms and clinical parameters on treatment outcome in treatment-resistant depression. Eur Neuropsychopharmacol. 2015;25(4):441–53. English.CrossRefPubMed Kautzky A, Baldinger P, Souery D, et al. The combined effect of genetic polymorphisms and clinical parameters on treatment outcome in treatment-resistant depression. Eur Neuropsychopharmacol. 2015;25(4):441–53. English.CrossRefPubMed
18.
19.
go back to reference Bandstein M, Schultes B, Ernst B, et al. The role of FTO and vitamin D for the weight loss effect of Roux-en-Y gastric bypass surgery in obese patients. Obes Surg. 2015;25(11):2071–7.CrossRefPubMedPubMedCentral Bandstein M, Schultes B, Ernst B, et al. The role of FTO and vitamin D for the weight loss effect of Roux-en-Y gastric bypass surgery in obese patients. Obes Surg. 2015;25(11):2071–7.CrossRefPubMedPubMedCentral
20.
go back to reference Glickman ME, Rao SR, Schultz MR. False discovery rate control is a recommended alternative to Bonferroni-type adjustments in health studies. J Clin Epidemiol. 2014;67(8):850–7.CrossRefPubMed Glickman ME, Rao SR, Schultz MR. False discovery rate control is a recommended alternative to Bonferroni-type adjustments in health studies. J Clin Epidemiol. 2014;67(8):850–7.CrossRefPubMed
21.
go back to reference Brolin RE, LaMarca LB, Kenler HA, et al. Malabsorptive gastric bypass in patients with superobesity. J Gastrointest Surg. 2002;6(2):195.CrossRefPubMed Brolin RE, LaMarca LB, Kenler HA, et al. Malabsorptive gastric bypass in patients with superobesity. J Gastrointest Surg. 2002;6(2):195.CrossRefPubMed
22.
go back to reference Loos RJ, Yeo GS. The bigger picture of FTO—the first GWAS-identified obesity gene. Nat Rev Endocrinol. 2014;10(1):51–61.CrossRefPubMed Loos RJ, Yeo GS. The bigger picture of FTO—the first GWAS-identified obesity gene. Nat Rev Endocrinol. 2014;10(1):51–61.CrossRefPubMed
23.
go back to reference Reimand J, Arak T, Vilo J. g:Profiler—a web server for functional interpretation of gene lists (2011 update). Nucleic Acids Research. 2011;39(Web Server issue):W307–15. Reimand J, Arak T, Vilo J. g:Profiler—a web server for functional interpretation of gene lists (2011 update). Nucleic Acids Research. 2011;39(Web Server issue):W307–15.
24.
go back to reference Jensen LJ, Kuhn M, Stark M, Chaffron S, Creevey C, Muller J, et al. STRING 8—a global view on proteins and their functional interactions in 630 organisms. Nucleic Acids Res. 2009;37(Database issue):D412-6. Jensen LJ, Kuhn M, Stark M, Chaffron S, Creevey C, Muller J, et al. STRING 8—a global view on proteins and their functional interactions in 630 organisms. Nucleic Acids Res. 2009;37(Database issue):D412-6.
25.
go back to reference Moore BS, Mirshahi UL, Yost EA, et al. Long-term weight-loss in gastric bypass patients carrying melanocortin 4 receptor variants. PLoS One. 2014;9(4), e93629.CrossRefPubMedPubMedCentral Moore BS, Mirshahi UL, Yost EA, et al. Long-term weight-loss in gastric bypass patients carrying melanocortin 4 receptor variants. PLoS One. 2014;9(4), e93629.CrossRefPubMedPubMedCentral
26.
go back to reference Hatoum IJ, Stylopoulos N, Vanhoose AM, et al. Melanocortin-4 receptor signaling is required for weight loss after gastric bypass surgery. J Clin Endocrinol Metab. 2012;97(6):E1023–31.CrossRefPubMedPubMedCentral Hatoum IJ, Stylopoulos N, Vanhoose AM, et al. Melanocortin-4 receptor signaling is required for weight loss after gastric bypass surgery. J Clin Endocrinol Metab. 2012;97(6):E1023–31.CrossRefPubMedPubMedCentral
27.
go back to reference Stocks T, Angquist L, Banasik K, et al. TFAP2B influences the effect of dietary fat on weight loss under energy restriction. PLoS One. 2012;7(8), e43212.CrossRefPubMedPubMedCentral Stocks T, Angquist L, Banasik K, et al. TFAP2B influences the effect of dietary fat on weight loss under energy restriction. PLoS One. 2012;7(8), e43212.CrossRefPubMedPubMedCentral
28.
go back to reference Delahanty LM, Pan Q, Jablonski KA, et al. Genetic predictors of weight loss and weight regain after intensive lifestyle modification, metformin treatment, or standard care in the Diabetes Prevention Program. Diabetes Care. 2012;35(2):363–6.CrossRefPubMedPubMedCentral Delahanty LM, Pan Q, Jablonski KA, et al. Genetic predictors of weight loss and weight regain after intensive lifestyle modification, metformin treatment, or standard care in the Diabetes Prevention Program. Diabetes Care. 2012;35(2):363–6.CrossRefPubMedPubMedCentral
29.
go back to reference Cone RD. Anatomy and regulation of the central melanocortin system. Nat Neurosci. 2005;8(5):571–8.CrossRefPubMed Cone RD. Anatomy and regulation of the central melanocortin system. Nat Neurosci. 2005;8(5):571–8.CrossRefPubMed
30.
go back to reference Sarzynski MA, Jacobson P, Rankinen T, et al. Associations of markers in 11 obesity candidate genes with maximal weight loss and weight regain in the SOS bariatric surgery cases. Int J Obes. 2011;35(5):676–83.CrossRef Sarzynski MA, Jacobson P, Rankinen T, et al. Associations of markers in 11 obesity candidate genes with maximal weight loss and weight regain in the SOS bariatric surgery cases. Int J Obes. 2011;35(5):676–83.CrossRef
31.
go back to reference Censani M, Conroy R, Deng L, et al. Weight loss after bariatric surgery in morbidly obese adolescents with MC4R mutations. Obesity. 2014;22(1):225–31.CrossRefPubMed Censani M, Conroy R, Deng L, et al. Weight loss after bariatric surgery in morbidly obese adolescents with MC4R mutations. Obesity. 2014;22(1):225–31.CrossRefPubMed
32.
go back to reference Valette M, Poitou C, Le Beyec J, et al. Melanocortin-4 receptor mutations and polymorphisms do not affect weight loss after bariatric surgery. PLoS One. 2012;7(11), e48221.CrossRefPubMedPubMedCentral Valette M, Poitou C, Le Beyec J, et al. Melanocortin-4 receptor mutations and polymorphisms do not affect weight loss after bariatric surgery. PLoS One. 2012;7(11), e48221.CrossRefPubMedPubMedCentral
33.
go back to reference Goergen M, Manzoni D, De Blasi V, et al. Influence of obesity-susceptibility loci (MC4R and INSIG2) on the outcome of weight loss and amelioration of co-morbidity in obese patients treated by a gastric-bypass. Bull Soc Sci Med Grand Duche Luxemb. 2011;2:7–24. Goergen M, Manzoni D, De Blasi V, et al. Influence of obesity-susceptibility loci (MC4R and INSIG2) on the outcome of weight loss and amelioration of co-morbidity in obese patients treated by a gastric-bypass. Bull Soc Sci Med Grand Duche Luxemb. 2011;2:7–24.
34.
go back to reference Hawrylycz MJ, Lein ES, Guillozet-Bongaarts AL, et al. An anatomically comprehensive atlas of the adult human brain transcriptome. Nature. 2012;489(7416):391–9.CrossRefPubMedPubMedCentral Hawrylycz MJ, Lein ES, Guillozet-Bongaarts AL, et al. An anatomically comprehensive atlas of the adult human brain transcriptome. Nature. 2012;489(7416):391–9.CrossRefPubMedPubMedCentral
35.
36.
go back to reference Ono T, Nakamura K, Nishijo H, et al. Hypothalamic neuron involvement in integration of reward, aversion, and cue signals. J Neurophysiol. 1986;56(1):63–79.PubMed Ono T, Nakamura K, Nishijo H, et al. Hypothalamic neuron involvement in integration of reward, aversion, and cue signals. J Neurophysiol. 1986;56(1):63–79.PubMed
37.
go back to reference Ghirlando R, Giles K, Gowher H, et al. Chromatin domains, insulators, and the regulation of gene expression. Biochim Biophys Acta. 2012;1819(7):644–51.CrossRefPubMedPubMedCentral Ghirlando R, Giles K, Gowher H, et al. Chromatin domains, insulators, and the regulation of gene expression. Biochim Biophys Acta. 2012;1819(7):644–51.CrossRefPubMedPubMedCentral
38.
go back to reference Still CD, Wood GC, Chu X, et al. High allelic burden of four obesity SNPs is associated with poorer weight loss outcomes following gastric bypass surgery. Obesity. 2011;19(8):1676–83.CrossRefPubMed Still CD, Wood GC, Chu X, et al. High allelic burden of four obesity SNPs is associated with poorer weight loss outcomes following gastric bypass surgery. Obesity. 2011;19(8):1676–83.CrossRefPubMed
Metadata
Title
A Genetic Risk Score Is Associated with Weight Loss Following Roux-en Y Gastric Bypass Surgery
Authors
Marcus Bandstein
Sarah Voisin
Emil K. Nilsson
Bernd Schultes
Barbara Ernst
Martin Thurnheer
Christian Benedict
Jessica Mwinyi
Helgi B. Schiöth
Publication date
01-09-2016
Publisher
Springer US
Published in
Obesity Surgery / Issue 9/2016
Print ISSN: 0960-8923
Electronic ISSN: 1708-0428
DOI
https://doi.org/10.1007/s11695-016-2072-9

Other articles of this Issue 9/2016

Obesity Surgery 9/2016 Go to the issue