Skip to main content
Top
Published in: World Journal of Surgery 1/2020

01-01-2020 | Obesity | Original Scientific Report

Association of Genetic Risk of Obesity with Postoperative Complications Using Mendelian Randomization

Authors: Jamie R. Robinson, Robert J. Carroll, Lisa Bastarache, Qingxia Chen, Zongyang Mou, Wei-Qi Wei, John J. Connolly, Frank Mentch, Patrick Sleiman, Paul K. Crane, Scott J. Hebbring, Ian B. Stanaway, David R. Crosslin, Adam S. Gordon, Elisabeth A. Rosenthal, David Carrell, M. Geoffrey Hayes, Wei Wei, Lynn Petukhova, Bahram Namjou, Ge Zhang, Maya S. Safarova, Nephi A. Walton, Christopher Still, Erwin P. Bottinger, Ruth J. F. Loos, Shawn N. Murphy, Gretchen P. Jackson, Iftikhar J. Kullo, Hakon Hakonarson, Gail P. Jarvik, Eric B. Larson, Chunhua Weng, Dan M. Roden, Joshua C. Denny

Published in: World Journal of Surgery | Issue 1/2020

Login to get access

Abstract

Background

The extent to which obesity and genetics determine postoperative complications is incompletely understood.

Methods

We performed a retrospective study using two population cohorts with electronic health record (EHR) data. The first included 736,726 adults with body mass index (BMI) recorded between 1990 and 2017 at Vanderbilt University Medical Center. The second cohort consisted of 65,174 individuals from 12 institutions contributing EHR and genome-wide genotyping data to the Electronic Medical Records and Genomics (eMERGE) Network. Pairwise logistic regression analyses were used to measure the association of BMI categories with postoperative complications derived from International Classification of Disease-9 codes, including postoperative infection, incisional hernia, and intestinal obstruction. A genetic risk score was constructed from 97 obesity-risk single-nucleotide polymorphisms for a Mendelian randomization study to determine the association of genetic risk of obesity on postoperative complications. Logistic regression analyses were adjusted for sex, age, site, and race/principal components.

Results

Individuals with overweight or obese BMI (≥25 kg/m2) had increased risk of incisional hernia (odds ratio [OR] 1.7–5.5, p < 3.1 × 10−20), and people with obesity (BMI ≥ 30 kg/m2) had increased risk of postoperative infection (OR 1.2–2.3, p < 2.5 × 10−5). In the eMERGE cohort, genetically predicted BMI was associated with incisional hernia (OR 2.1 [95% CI 1.8–2.5], p = 1.4 × 10−6) and postoperative infection (OR 1.6 [95% CI 1.4–1.9], p = 3.1 × 10−6). Association findings were similar after limitation of the cohorts to those who underwent abdominal procedures.

Conclusions

Clinical and Mendelian randomization studies suggest that obesity, as measured by BMI, is associated with the development of postoperative incisional hernia and infection.
Appendix
Available only for authorised users
Literature
1.
go back to reference Global BMI Mortality Collaboration, Di Angelantonio E, Bhupathiraju S et al (2016) Body-mass index and all-cause mortality: individual-participant-data meta-analysis of 239 prospective studies in four continents. Lancet Lond Engl 388:776–786CrossRef Global BMI Mortality Collaboration, Di Angelantonio E, Bhupathiraju S et al (2016) Body-mass index and all-cause mortality: individual-participant-data meta-analysis of 239 prospective studies in four continents. Lancet Lond Engl 388:776–786CrossRef
2.
go back to reference Prospective Studies Collaboration, Whitlock G, Lewington S et al (2009) Body-mass index and cause-specific mortality in 900 000 adults: collaborative analyses of 57 prospective studies. Lancet Lond Engl 373:1083–1096CrossRef Prospective Studies Collaboration, Whitlock G, Lewington S et al (2009) Body-mass index and cause-specific mortality in 900 000 adults: collaborative analyses of 57 prospective studies. Lancet Lond Engl 373:1083–1096CrossRef
3.
go back to reference Emerging Risk Factors Collaboration, Wormser D, Kaptoge S et al (2011) Separate and combined associations of body-mass index and abdominal adiposity with cardiovascular disease: collaborative analysis of 58 prospective studies. Lancet Lond Engl 377:1085–1095CrossRef Emerging Risk Factors Collaboration, Wormser D, Kaptoge S et al (2011) Separate and combined associations of body-mass index and abdominal adiposity with cardiovascular disease: collaborative analysis of 58 prospective studies. Lancet Lond Engl 377:1085–1095CrossRef
4.
5.
go back to reference GBD 2015 Obesity Collaborators, Afshin A, Forouzanfar MH et al (2017) Health effects of overweight and obesity in 195 countries over 25 years. N Engl J Med 377:13–27CrossRef GBD 2015 Obesity Collaborators, Afshin A, Forouzanfar MH et al (2017) Health effects of overweight and obesity in 195 countries over 25 years. N Engl J Med 377:13–27CrossRef
6.
go back to reference NCD Risk Factor Collaboration (NCD-RisC) (2016) Trends in adult body-mass index in 200 countries from 1975 to 2014: a pooled analysis of 1698 population-based measurement studies with 19·2 million participants. Lancet Lond Engl 387:1377–1396CrossRef NCD Risk Factor Collaboration (NCD-RisC) (2016) Trends in adult body-mass index in 200 countries from 1975 to 2014: a pooled analysis of 1698 population-based measurement studies with 19·2 million participants. Lancet Lond Engl 387:1377–1396CrossRef
8.
go back to reference Surve A, Cottam D, Zaveri H et al (2018) Does the future of laparoscopic sleeve gastrectomy lie in the outpatient surgery center? A retrospective study of the safety of 3162 outpatient sleeve gastrectomies. Surg Obes Relat Dis Off J Am Soc Bariatr Surg 14:1442–1447CrossRef Surve A, Cottam D, Zaveri H et al (2018) Does the future of laparoscopic sleeve gastrectomy lie in the outpatient surgery center? A retrospective study of the safety of 3162 outpatient sleeve gastrectomies. Surg Obes Relat Dis Off J Am Soc Bariatr Surg 14:1442–1447CrossRef
9.
go back to reference Poelemeijer YQM, Marang-van de Mheen PJ, Wouters MWJM et al (2019) Textbook outcome: an ordered composite measure for quality of bariatric surgery. Obes Surg 29:1287–1294PubMedCrossRef Poelemeijer YQM, Marang-van de Mheen PJ, Wouters MWJM et al (2019) Textbook outcome: an ordered composite measure for quality of bariatric surgery. Obes Surg 29:1287–1294PubMedCrossRef
10.
go back to reference Dindo D, Muller MK, Weber M, Clavien P-A (2003) Obesity in general elective surgery. Lancet Lond Engl 361:2032–2035CrossRef Dindo D, Muller MK, Weber M, Clavien P-A (2003) Obesity in general elective surgery. Lancet Lond Engl 361:2032–2035CrossRef
11.
go back to reference Mullen JT, Moorman DW, Davenport DL (2009) The obesity paradox: body mass index and outcomes in patients undergoing nonbariatric general surgery. Ann Surg 250:166–172PubMedCrossRef Mullen JT, Moorman DW, Davenport DL (2009) The obesity paradox: body mass index and outcomes in patients undergoing nonbariatric general surgery. Ann Surg 250:166–172PubMedCrossRef
12.
go back to reference Giles KA, Hamdan AD, Pomposelli FB et al (2010) Body mass index: surgical site infections and mortality after lower extremity bypass from the National Surgical Quality Improvement Program 2005–2007. Ann Vasc Surg 24:48–56PubMedCrossRef Giles KA, Hamdan AD, Pomposelli FB et al (2010) Body mass index: surgical site infections and mortality after lower extremity bypass from the National Surgical Quality Improvement Program 2005–2007. Ann Vasc Surg 24:48–56PubMedCrossRef
13.
go back to reference Giles KA, Wyers MC, Pomposelli FB et al (2010) The impact of body mass index on perioperative outcomes of open and endovascular abdominal aortic aneurysm repair from the National Surgical Quality Improvement Program, 2005–2007. J Vasc Surg 52:1471–1477PubMedPubMedCentralCrossRef Giles KA, Wyers MC, Pomposelli FB et al (2010) The impact of body mass index on perioperative outcomes of open and endovascular abdominal aortic aneurysm repair from the National Surgical Quality Improvement Program, 2005–2007. J Vasc Surg 52:1471–1477PubMedPubMedCentralCrossRef
14.
go back to reference Mullen JT, Davenport DL, Hutter MM et al (2008) Impact of body mass index on perioperative outcomes in patients undergoing major intra-abdominal cancer surgery. Ann Surg Oncol 15:2164–2172PubMedCrossRef Mullen JT, Davenport DL, Hutter MM et al (2008) Impact of body mass index on perioperative outcomes in patients undergoing major intra-abdominal cancer surgery. Ann Surg Oncol 15:2164–2172PubMedCrossRef
15.
go back to reference Bouwman F, Smits A, Lopes A et al (2015) The impact of BMI on surgical complications and outcomes in endometrial cancer surgery–an institutional study and systematic review of the literature. Gynecol Oncol 139:369–376PubMedCrossRef Bouwman F, Smits A, Lopes A et al (2015) The impact of BMI on surgical complications and outcomes in endometrial cancer surgery–an institutional study and systematic review of the literature. Gynecol Oncol 139:369–376PubMedCrossRef
16.
go back to reference Wloch C, Wilson J, Lamagni T et al (2012) Risk factors for surgical site infection following caesarean section in England: results from a multicentre cohort study. BJOG Int J Obstet Gynaecol 119:1324–1333CrossRef Wloch C, Wilson J, Lamagni T et al (2012) Risk factors for surgical site infection following caesarean section in England: results from a multicentre cohort study. BJOG Int J Obstet Gynaecol 119:1324–1333CrossRef
17.
go back to reference He Y, Wang J, Bian H et al (2017) BMI as a predictor for perioperative outcome of laparoscopic colorectal surgery: a pooled analysis of comparative studies. Dis Colon Rectum 60:433–445PubMedCrossRef He Y, Wang J, Bian H et al (2017) BMI as a predictor for perioperative outcome of laparoscopic colorectal surgery: a pooled analysis of comparative studies. Dis Colon Rectum 60:433–445PubMedCrossRef
18.
go back to reference Thelwall S, Harrington P, Sheridan E, Lamagni T (2015) Impact of obesity on the risk of wound infection following surgery: results from a nationwide prospective multicentre cohort study in England. Clin Microbiol Infect Off Publ Eur Soc Clin Microbiol Infect Dis 21:1008.e1–1008.e8 Thelwall S, Harrington P, Sheridan E, Lamagni T (2015) Impact of obesity on the risk of wound infection following surgery: results from a nationwide prospective multicentre cohort study in England. Clin Microbiol Infect Off Publ Eur Soc Clin Microbiol Infect Dis 21:1008.e1–1008.e8
19.
20.
go back to reference Thomas EJ, Goldman L, Mangione CM et al (1997) Body mass index as a correlate of postoperative complications and resource utilization. Am J Med 102:277–283PubMedCrossRef Thomas EJ, Goldman L, Mangione CM et al (1997) Body mass index as a correlate of postoperative complications and resource utilization. Am J Med 102:277–283PubMedCrossRef
21.
go back to reference Jeschke E, Citak M, Günster C et al (2018) Obesity of 131,576 increases the risk of postoperative complications and revision rates following primary total hip arthroplasty: an analysis total hip arthroplasty cases. J Arthroplasty 33(7):2287–2292PubMedCrossRef Jeschke E, Citak M, Günster C et al (2018) Obesity of 131,576 increases the risk of postoperative complications and revision rates following primary total hip arthroplasty: an analysis total hip arthroplasty cases. J Arthroplasty 33(7):2287–2292PubMedCrossRef
22.
go back to reference Galyfos G, Geropapas GI, Kerasidis S et al (2017) The effect of body mass index on major outcomes after vascular surgery. J Vasc Surg 65:1193–1207PubMedCrossRef Galyfos G, Geropapas GI, Kerasidis S et al (2017) The effect of body mass index on major outcomes after vascular surgery. J Vasc Surg 65:1193–1207PubMedCrossRef
23.
24.
go back to reference Smith GD, Ebrahim S (2003) “Mendelian randomization”: can genetic epidemiology contribute to understanding environmental determinants of disease? Int J Epidemiol 32:1–22PubMedCrossRef Smith GD, Ebrahim S (2003) “Mendelian randomization”: can genetic epidemiology contribute to understanding environmental determinants of disease? Int J Epidemiol 32:1–22PubMedCrossRef
25.
go back to reference Nordestgaard BG, Palmer TM, Benn M et al (2012) The effect of elevated body mass index on ischemic heart disease risk: causal estimates from a Mendelian randomisation approach. PLoS Med 9:e1001212PubMedPubMedCentralCrossRef Nordestgaard BG, Palmer TM, Benn M et al (2012) The effect of elevated body mass index on ischemic heart disease risk: causal estimates from a Mendelian randomisation approach. PLoS Med 9:e1001212PubMedPubMedCentralCrossRef
26.
go back to reference Lyall DM, Celis-Morales C, Ward J et al (2017) Association of body mass index with cardiometabolic disease in the UK Biobank: a Mendelian randomization study. JAMA Cardiol 2:882–889PubMedPubMedCentralCrossRef Lyall DM, Celis-Morales C, Ward J et al (2017) Association of body mass index with cardiometabolic disease in the UK Biobank: a Mendelian randomization study. JAMA Cardiol 2:882–889PubMedPubMedCentralCrossRef
27.
go back to reference Stender S, Nordestgaard BG, Tybjaerg-Hansen A (2013) Elevated body mass index as a causal risk factor for symptomatic gallstone disease: a Mendelian randomization study. Hepatology (Baltimore, MD) 58:2133–2141CrossRef Stender S, Nordestgaard BG, Tybjaerg-Hansen A (2013) Elevated body mass index as a causal risk factor for symptomatic gallstone disease: a Mendelian randomization study. Hepatology (Baltimore, MD) 58:2133–2141CrossRef
28.
go back to reference Lindström S, Germain M, Crous-Bou M et al (2017) Assessing the causal relationship between obesity and venous thromboembolism through a Mendelian Randomization study. Hum Genet 136:897–902PubMedPubMedCentralCrossRef Lindström S, Germain M, Crous-Bou M et al (2017) Assessing the causal relationship between obesity and venous thromboembolism through a Mendelian Randomization study. Hum Genet 136:897–902PubMedPubMedCentralCrossRef
29.
go back to reference Vimaleswaran KS, Berry DJ, Lu C et al (2013) Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts. PLoS Med 10:e1001383PubMedPubMedCentralCrossRef Vimaleswaran KS, Berry DJ, Lu C et al (2013) Causal relationship between obesity and vitamin D status: bi-directional Mendelian randomization analysis of multiple cohorts. PLoS Med 10:e1001383PubMedPubMedCentralCrossRef
30.
go back to reference Huang Y, Xu M, Xie L et al (2016) Obesity and peripheral arterial disease: a Mendelian randomization analysis. Atherosclerosis 247:218–224PubMedCrossRef Huang Y, Xu M, Xie L et al (2016) Obesity and peripheral arterial disease: a Mendelian randomization analysis. Atherosclerosis 247:218–224PubMedCrossRef
32.
go back to reference Gianfrancesco MA, Glymour MM, Walter S et al (2017) Causal effect of genetic variants associated with body mass index on multiple sclerosis susceptibility. Am J Epidemiol 185:162–171PubMedPubMedCentral Gianfrancesco MA, Glymour MM, Walter S et al (2017) Causal effect of genetic variants associated with body mass index on multiple sclerosis susceptibility. Am J Epidemiol 185:162–171PubMedPubMedCentral
33.
go back to reference Thrift AP, Shaheen NJ, Gammon MD et al (2014) Obesity and risk of esophageal adenocarcinoma and Barrett’s esophagus: a Mendelian randomization study. J Natl Cancer Inst 106(11):1–8CrossRef Thrift AP, Shaheen NJ, Gammon MD et al (2014) Obesity and risk of esophageal adenocarcinoma and Barrett’s esophagus: a Mendelian randomization study. J Natl Cancer Inst 106(11):1–8CrossRef
34.
go back to reference Jarvis D, Mitchell JS, Law PJ et al (2016) Mendelian randomisation analysis strongly implicates adiposity with risk of developing colorectal cancer. Br J Cancer 115:266–272PubMedPubMedCentralCrossRef Jarvis D, Mitchell JS, Law PJ et al (2016) Mendelian randomisation analysis strongly implicates adiposity with risk of developing colorectal cancer. Br J Cancer 115:266–272PubMedPubMedCentralCrossRef
35.
go back to reference Dixon SC, Nagle CM, Thrift AP et al (2016) Adult body mass index and risk of ovarian cancer by subtype: a Mendelian randomization study. Int J Epidemiol 45:884–895PubMedPubMedCentralCrossRef Dixon SC, Nagle CM, Thrift AP et al (2016) Adult body mass index and risk of ovarian cancer by subtype: a Mendelian randomization study. Int J Epidemiol 45:884–895PubMedPubMedCentralCrossRef
36.
go back to reference Chatterjee NA, Giulianini F, Geelhoed B et al (2017) Genetic obesity and the risk of atrial fibrillation: causal estimates from Mendelian randomization. Circulation 135:741–754PubMedCrossRef Chatterjee NA, Giulianini F, Geelhoed B et al (2017) Genetic obesity and the risk of atrial fibrillation: causal estimates from Mendelian randomization. Circulation 135:741–754PubMedCrossRef
37.
go back to reference Panoutsopoulou K, Metrustry S, Doherty SA et al (2014) The effect of FTO variation on increased osteoarthritis risk is mediated through body mass index: a Mendelian randomisation study. Ann Rheum Dis 73:2082–2086PubMedCrossRef Panoutsopoulou K, Metrustry S, Doherty SA et al (2014) The effect of FTO variation on increased osteoarthritis risk is mediated through body mass index: a Mendelian randomisation study. Ann Rheum Dis 73:2082–2086PubMedCrossRef
39.
go back to reference Roden DM, Pulley JM, Basford MA et al (2008) Development of a large-scale de-identified DNA biobank to enable personalized medicine. Clin Pharmacol Ther 84:362–369PubMedCrossRef Roden DM, Pulley JM, Basford MA et al (2008) Development of a large-scale de-identified DNA biobank to enable personalized medicine. Clin Pharmacol Ther 84:362–369PubMedCrossRef
40.
42.
go back to reference Denny JC, Ritchie MD, Basford MA et al (2010) PheWAS: demonstrating the feasibility of a phenome-wide scan to discover gene-disease associations. Bioinform Oxf Engl 26:1205–1210CrossRef Denny JC, Ritchie MD, Basford MA et al (2010) PheWAS: demonstrating the feasibility of a phenome-wide scan to discover gene-disease associations. Bioinform Oxf Engl 26:1205–1210CrossRef
43.
go back to reference Ritchie MD, Denny JC, Crawford DC et al (2010) Robust replication of genotype-phenotype associations across multiple diseases in an electronic medical record. Am J Hum Genet 86:560–572PubMedPubMedCentralCrossRef Ritchie MD, Denny JC, Crawford DC et al (2010) Robust replication of genotype-phenotype associations across multiple diseases in an electronic medical record. Am J Hum Genet 86:560–572PubMedPubMedCentralCrossRef
44.
go back to reference Wei W-Q, Bastarache LA, Carroll RJ et al (2017) Evaluating phecodes, clinical classification software, and ICD-9-CM codes for phenome-wide association studies in the electronic health record. PLoS ONE 12:e0175508PubMedPubMedCentralCrossRef Wei W-Q, Bastarache LA, Carroll RJ et al (2017) Evaluating phecodes, clinical classification software, and ICD-9-CM codes for phenome-wide association studies in the electronic health record. PLoS ONE 12:e0175508PubMedPubMedCentralCrossRef
45.
go back to reference Carroll RJ, Bastarache L, Denny JC (2014) R PheWAS: data analysis and plotting tools for phenome-wide association studies in the R environment. Bioinform Oxf Engl 30:2375–2376CrossRef Carroll RJ, Bastarache L, Denny JC (2014) R PheWAS: data analysis and plotting tools for phenome-wide association studies in the R environment. Bioinform Oxf Engl 30:2375–2376CrossRef
47.
go back to reference Gottesman O, Kuivaniemi H, Tromp G et al (2013) The Electronic Medical Records and Genomics (eMERGE) Network: past, present, and future. Genet Med Off J Am Coll Med Genet 15:761–771 Gottesman O, Kuivaniemi H, Tromp G et al (2013) The Electronic Medical Records and Genomics (eMERGE) Network: past, present, and future. Genet Med Off J Am Coll Med Genet 15:761–771
50.
go back to reference Stanaway IB, Hall TO, Rosenthal EA et al (2019) The eMERGE genotype set of 83,717 subjects imputed to ~ 40 million variants genome wide and association with the herpes zoster medical record phenotype. Genet Epidemiol 43:63–81PubMed Stanaway IB, Hall TO, Rosenthal EA et al (2019) The eMERGE genotype set of 83,717 subjects imputed to ~ 40 million variants genome wide and association with the herpes zoster medical record phenotype. Genet Epidemiol 43:63–81PubMed
51.
go back to reference Purcell S, Neale B, Todd-Brown K et al (2007) PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet 81:559–575PubMedPubMedCentralCrossRef Purcell S, Neale B, Todd-Brown K et al (2007) PLINK: a tool set for whole-genome association and population-based linkage analyses. Am J Hum Genet 81:559–575PubMedPubMedCentralCrossRef
53.
go back to reference Weissler JM, Lanni MA, Hsu JY et al (2017) Development of a clinically actionable incisional hernia risk model after colectomy using the healthcare cost and utilization project. J Am Coll Surg 225:274–284.e1PubMedCrossRef Weissler JM, Lanni MA, Hsu JY et al (2017) Development of a clinically actionable incisional hernia risk model after colectomy using the healthcare cost and utilization project. J Am Coll Surg 225:274–284.e1PubMedCrossRef
54.
go back to reference Ooms LS, Verhelst J, Jeekel J et al (2016) Incidence, risk factors, and treatment of incisional hernia after kidney transplantation: an analysis of 1564 consecutive patients. Surgery 159:1407–1411PubMedCrossRef Ooms LS, Verhelst J, Jeekel J et al (2016) Incidence, risk factors, and treatment of incisional hernia after kidney transplantation: an analysis of 1564 consecutive patients. Surgery 159:1407–1411PubMedCrossRef
56.
go back to reference Kabon B, Nagele A, Reddy D et al (2004) Obesity Decreases Perioperative Tissue Oxygenation. Anesthesiology 100:274–280PubMedCrossRef Kabon B, Nagele A, Reddy D et al (2004) Obesity Decreases Perioperative Tissue Oxygenation. Anesthesiology 100:274–280PubMedCrossRef
57.
go back to reference Cheng H, Chen BP-H, Soleas IM et al (2017) Prolonged operative duration increases risk of surgical site infections: a systematic review. Surg Infect 18:722–735CrossRef Cheng H, Chen BP-H, Soleas IM et al (2017) Prolonged operative duration increases risk of surgical site infections: a systematic review. Surg Infect 18:722–735CrossRef
58.
go back to reference Murray BW, Cipher DJ, Pham T, Anthony T (2011) The impact of surgical site infection on the development of incisional hernia and small bowel obstruction in colorectal surgery. Am J Surg 202:558–560PubMedCrossRef Murray BW, Cipher DJ, Pham T, Anthony T (2011) The impact of surgical site infection on the development of incisional hernia and small bowel obstruction in colorectal surgery. Am J Surg 202:558–560PubMedCrossRef
59.
go back to reference Nitsch D, Molokhia M, Smeeth L et al (2006) Limits to causal inference based on Mendelian randomization: a comparison with randomized controlled trials. Am J Epidemiol 163:397–403PubMedCrossRef Nitsch D, Molokhia M, Smeeth L et al (2006) Limits to causal inference based on Mendelian randomization: a comparison with randomized controlled trials. Am J Epidemiol 163:397–403PubMedCrossRef
Metadata
Title
Association of Genetic Risk of Obesity with Postoperative Complications Using Mendelian Randomization
Authors
Jamie R. Robinson
Robert J. Carroll
Lisa Bastarache
Qingxia Chen
Zongyang Mou
Wei-Qi Wei
John J. Connolly
Frank Mentch
Patrick Sleiman
Paul K. Crane
Scott J. Hebbring
Ian B. Stanaway
David R. Crosslin
Adam S. Gordon
Elisabeth A. Rosenthal
David Carrell
M. Geoffrey Hayes
Wei Wei
Lynn Petukhova
Bahram Namjou
Ge Zhang
Maya S. Safarova
Nephi A. Walton
Christopher Still
Erwin P. Bottinger
Ruth J. F. Loos
Shawn N. Murphy
Gretchen P. Jackson
Iftikhar J. Kullo
Hakon Hakonarson
Gail P. Jarvik
Eric B. Larson
Chunhua Weng
Dan M. Roden
Joshua C. Denny
Publication date
01-01-2020
Publisher
Springer International Publishing
Published in
World Journal of Surgery / Issue 1/2020
Print ISSN: 0364-2313
Electronic ISSN: 1432-2323
DOI
https://doi.org/10.1007/s00268-019-05202-9

Other articles of this Issue 1/2020

World Journal of Surgery 1/2020 Go to the issue