Skip to main content
Top
Published in: BMC Medicine 1/2016

Open Access 01-12-2016 | Research article

Differing association of alcohol consumption with different stroke types: a systematic review and meta-analysis

Authors: Susanna C. Larsson, Alice Wallin, Alicja Wolk, Hugh S. Markus

Published in: BMC Medicine | Issue 1/2016

Login to get access

Abstract

Background

Whether light-to-moderate alcohol consumption is protective against stroke, and whether any association differs by stroke type, is controversial. We conducted a meta-analysis to summarize the evidence from prospective studies on alcohol drinking and stroke types.

Methods

Studies were identified by searching PubMed to September 1, 2016, and reference lists of retrieved articles. Additional data from 73,587 Swedish adults in two prospective studies were included. Study-specific results were combined in a random-effects model.

Results

The meta-analysis included 27 prospective studies with data on ischemic stroke (25 studies), intracerebral hemorrhage (11 studies), and/or subarachnoid hemorrhage (11 studies). Light and moderate alcohol consumption was associated with a lower risk of ischemic stroke, whereas high and heavy drinking was associated with an increased risk; the overall RRs were 0.90 (95 % CI, 0.85–0.95) for less than 1 drink/day, 0.92 (95 % CI, 0.87–0.97) for 1–2 drinks/day, 1.08 (95 % CI, 1.01–1.15) for more than 2–4 drinks/day, and 1.14 (95 % CI, 1.02–1.28) for more than 4 drinks/day. Light and moderate alcohol drinking was not associated with any hemorrhagic stroke subtype. High alcohol consumption (>2–4 drinks/day) was associated with a non-significant increased risk of both hemorrhagic stroke subtypes, and the relative risk for heavy drinking (>4 drinks/day) were 1.67 (95 % CI, 1.25–2.23) for intracerebral hemorrhage and 1.82 (95 % CI, 1.18–2.82) for subarachnoid hemorrhage.

Conclusion

Light and moderate alcohol consumption was inversely associated only with ischemic stroke, whereas heavy drinking was associated with increased risk of all stroke types with a stronger association for hemorrhagic strokes.
Appendix
Available only for authorised users
Literature
1.
go back to reference Mukamal KJ, Rimm EB. Alcohol consumption: risks and benefits. Curr Atheroscler Rep. 2008;10:536–43.CrossRefPubMed Mukamal KJ, Rimm EB. Alcohol consumption: risks and benefits. Curr Atheroscler Rep. 2008;10:536–43.CrossRefPubMed
2.
go back to reference O’Keefe JH, Bybee KA, Lavie CJ. Alcohol and cardiovascular health: the razor-sharp double-edged sword. J Am Coll Cardiol. 2007;50:1009–14.CrossRefPubMed O’Keefe JH, Bybee KA, Lavie CJ. Alcohol and cardiovascular health: the razor-sharp double-edged sword. J Am Coll Cardiol. 2007;50:1009–14.CrossRefPubMed
3.
go back to reference Agarwal DP. Cardioprotective effects of light-moderate consumption of alcohol: a review of putative mechanisms. Alcohol Alcohol. 2002;37:409–15.CrossRefPubMed Agarwal DP. Cardioprotective effects of light-moderate consumption of alcohol: a review of putative mechanisms. Alcohol Alcohol. 2002;37:409–15.CrossRefPubMed
4.
go back to reference Brien SE, Ronksley PE, Turner BJ, Mukamal KJ, Ghali WA. Effect of alcohol consumption on biological markers associated with risk of coronary heart disease: systematic review and meta-analysis of interventional studies. BMJ. 2011;342:d636.CrossRefPubMedPubMedCentral Brien SE, Ronksley PE, Turner BJ, Mukamal KJ, Ghali WA. Effect of alcohol consumption on biological markers associated with risk of coronary heart disease: systematic review and meta-analysis of interventional studies. BMJ. 2011;342:d636.CrossRefPubMedPubMedCentral
5.
go back to reference Taylor B, Irving HM, Baliunas D, Roerecke M, Patra J, Mohapatra S, Rehm J. Alcohol and hypertension: gender differences in dose-response relationships determined through systematic review and meta-analysis. Addiction. 2009;104:1981–90.CrossRefPubMed Taylor B, Irving HM, Baliunas D, Roerecke M, Patra J, Mohapatra S, Rehm J. Alcohol and hypertension: gender differences in dose-response relationships determined through systematic review and meta-analysis. Addiction. 2009;104:1981–90.CrossRefPubMed
6.
go back to reference Ronksley PE, Brien SE, Turner BJ, Mukamal KJ, Ghali WA. Association of alcohol consumption with selected cardiovascular disease outcomes: a systematic review and meta-analysis. BMJ. 2011;342:d671.CrossRefPubMedPubMedCentral Ronksley PE, Brien SE, Turner BJ, Mukamal KJ, Ghali WA. Association of alcohol consumption with selected cardiovascular disease outcomes: a systematic review and meta-analysis. BMJ. 2011;342:d671.CrossRefPubMedPubMedCentral
7.
go back to reference Roerecke M, Rehm J. The cardioprotective association of average alcohol consumption and ischaemic heart disease: a systematic review and meta-analysis. Addiction. 2012;107:1246–60.CrossRefPubMedPubMedCentral Roerecke M, Rehm J. The cardioprotective association of average alcohol consumption and ischaemic heart disease: a systematic review and meta-analysis. Addiction. 2012;107:1246–60.CrossRefPubMedPubMedCentral
8.
go back to reference Reynolds K, Lewis B, Nolen JD, Kinney GL, Sathya B, He J. Alcohol consumption and risk of stroke: a meta-analysis. JAMA. 2003;289:579–88.CrossRefPubMed Reynolds K, Lewis B, Nolen JD, Kinney GL, Sathya B, He J. Alcohol consumption and risk of stroke: a meta-analysis. JAMA. 2003;289:579–88.CrossRefPubMed
9.
go back to reference Patra J, Taylor B, Irving H, Roerecke M, Baliunas D, Mohapatra S, Rehm J. Alcohol consumption and the risk of morbidity and mortality for different stroke types--a systematic review and meta-analysis. BMC Public Health. 2010;10:258.CrossRefPubMedPubMedCentral Patra J, Taylor B, Irving H, Roerecke M, Baliunas D, Mohapatra S, Rehm J. Alcohol consumption and the risk of morbidity and mortality for different stroke types--a systematic review and meta-analysis. BMC Public Health. 2010;10:258.CrossRefPubMedPubMedCentral
10.
go back to reference Stroup DF, Berlin JA, Morton SC, Olkin I, Williamson GD, Rennie D, Moher D, Becker BJ, Sipe TA, Thacker SB. Meta-analysis of observational studies in epidemiology: a proposal for reporting. Meta-analysis Of Observational Studies in Epidemiology (MOOSE) group. JAMA. 2000;283:2008–12.CrossRefPubMed Stroup DF, Berlin JA, Morton SC, Olkin I, Williamson GD, Rennie D, Moher D, Becker BJ, Sipe TA, Thacker SB. Meta-analysis of observational studies in epidemiology: a proposal for reporting. Meta-analysis Of Observational Studies in Epidemiology (MOOSE) group. JAMA. 2000;283:2008–12.CrossRefPubMed
12.
go back to reference Higgins JP, Thompson SG. Quantifying heterogeneity in a meta-analysis. Stat Med. 2002;21:1539–58.CrossRefPubMed Higgins JP, Thompson SG. Quantifying heterogeneity in a meta-analysis. Stat Med. 2002;21:1539–58.CrossRefPubMed
14.
go back to reference Donahue RP, Abbott RD, Reed DM, Yano K. Alcohol and hemorrhagic stroke. The Honolulu Heart Program. JAMA. 1986;255:2311–4.CrossRefPubMed Donahue RP, Abbott RD, Reed DM, Yano K. Alcohol and hemorrhagic stroke. The Honolulu Heart Program. JAMA. 1986;255:2311–4.CrossRefPubMed
15.
go back to reference Stampfer MJ, Colditz GA, Willett WC, Speizer FE, Hennekens CH. A prospective study of moderate alcohol consumption and the risk of coronary disease and stroke in women. N Engl J Med. 1988;319:267–73.CrossRefPubMed Stampfer MJ, Colditz GA, Willett WC, Speizer FE, Hennekens CH. A prospective study of moderate alcohol consumption and the risk of coronary disease and stroke in women. N Engl J Med. 1988;319:267–73.CrossRefPubMed
16.
go back to reference Iso H, Kitamura A, Shimamoto T, Sankai T, Naito Y, Sato S, Kiyama M, Iida M, Komachi Y. Alcohol intake and the risk of cardiovascular disease in middle-aged Japanese men. Stroke. 1995;26:767–73.CrossRefPubMed Iso H, Kitamura A, Shimamoto T, Sankai T, Naito Y, Sato S, Kiyama M, Iida M, Komachi Y. Alcohol intake and the risk of cardiovascular disease in middle-aged Japanese men. Stroke. 1995;26:767–73.CrossRefPubMed
17.
go back to reference Kiyohara Y, Kato I, Iwamoto H, Nakayama K, Fujishima M. The impact of alcohol and hypertension on stroke incidence in a general Japanese population. The Hisayama Study. Stroke. 1995;26:368–72.CrossRefPubMed Kiyohara Y, Kato I, Iwamoto H, Nakayama K, Fujishima M. The impact of alcohol and hypertension on stroke incidence in a general Japanese population. The Hisayama Study. Stroke. 1995;26:368–72.CrossRefPubMed
18.
go back to reference Leppala JM, Paunio M, Virtamo J, Fogelholm R, Albanes D, Taylor PR, Heinonen OP. Alcohol consumption and stroke incidence in male smokers. Circulation. 1999;100:1209–14.CrossRefPubMed Leppala JM, Paunio M, Virtamo J, Fogelholm R, Albanes D, Taylor PR, Heinonen OP. Alcohol consumption and stroke incidence in male smokers. Circulation. 1999;100:1209–14.CrossRefPubMed
19.
go back to reference Sankai T, Iso H, Shimamoto T, Kitamura A, Naito Y, Sato S, Okamura T, Imano H, Iida M, Komachi Y. Prospective study on alcohol intake and risk of subarachnoid hemorrhage among Japanese men and women. Alcohol Clin Exp Res. 2000;24:386–9.CrossRefPubMed Sankai T, Iso H, Shimamoto T, Kitamura A, Naito Y, Sato S, Okamura T, Imano H, Iida M, Komachi Y. Prospective study on alcohol intake and risk of subarachnoid hemorrhage among Japanese men and women. Alcohol Clin Exp Res. 2000;24:386–9.CrossRefPubMed
20.
go back to reference Suh I, Jee SH, Kim HC, Nam CM, Kim IS, Appel LJ. Low serum cholesterol and haemorrhagic stroke in men: Korea Medical Insurance Corporation Study. Lancet. 2001;357:922–5.CrossRefPubMed Suh I, Jee SH, Kim HC, Nam CM, Kim IS, Appel LJ. Low serum cholesterol and haemorrhagic stroke in men: Korea Medical Insurance Corporation Study. Lancet. 2001;357:922–5.CrossRefPubMed
21.
go back to reference Klatsky AL, Armstrong MA, Friedman GD, Sidney S. Alcohol drinking and risk of hospitalization for ischemic stroke. Am J Cardiol. 2001;88:703–6.CrossRefPubMed Klatsky AL, Armstrong MA, Friedman GD, Sidney S. Alcohol drinking and risk of hospitalization for ischemic stroke. Am J Cardiol. 2001;88:703–6.CrossRefPubMed
22.
go back to reference Klatsky AL, Armstrong MA, Friedman GD, Sidney S. Alcohol drinking and risk of hemorrhagic stroke. Neuroepidemiology. 2002;21:115–22.CrossRefPubMed Klatsky AL, Armstrong MA, Friedman GD, Sidney S. Alcohol drinking and risk of hemorrhagic stroke. Neuroepidemiology. 2002;21:115–22.CrossRefPubMed
23.
go back to reference Djousse L, Ellison RC, Beiser A, Scaramucci A, D’Agostino RB, Wolf PA. Alcohol consumption and risk of ischemic stroke: The Framingham Study. Stroke. 2002;33:907–12.CrossRefPubMed Djousse L, Ellison RC, Beiser A, Scaramucci A, D’Agostino RB, Wolf PA. Alcohol consumption and risk of ischemic stroke: The Framingham Study. Stroke. 2002;33:907–12.CrossRefPubMed
24.
go back to reference Iso H, Baba S, Mannami T, Sasaki S, Okada K, Konishi M, Tsugane S, JPHC Study Group. Alcohol consumption and risk of stroke among middle-aged men: the JPHC Study Cohort I. Stroke. 2004;35:1124–9.CrossRefPubMed Iso H, Baba S, Mannami T, Sasaki S, Okada K, Konishi M, Tsugane S, JPHC Study Group. Alcohol consumption and risk of stroke among middle-aged men: the JPHC Study Cohort I. Stroke. 2004;35:1124–9.CrossRefPubMed
25.
go back to reference Iwashita M, Matsushita Y, Sasaki J, Arakawa K, Kono S, Kyushu Lipid Intervention Study Group. Relation of serum total cholesterol and other factors to risk of cerebral infarction in Japanese men with hypercholesterolemia. Circ J. 2005;69:1–6.CrossRefPubMed Iwashita M, Matsushita Y, Sasaki J, Arakawa K, Kono S, Kyushu Lipid Intervention Study Group. Relation of serum total cholesterol and other factors to risk of cerebral infarction in Japanese men with hypercholesterolemia. Circ J. 2005;69:1–6.CrossRefPubMed
26.
go back to reference Mukamal KJ, Chung H, Jenny NS, Kuller LH, Longstreth Jr WT, Mittleman MA, Burke GL, Cushman M, Beauchamp Jr NJ, Siscovick DS. Alcohol use and risk of ischemic stroke among older adults: the cardiovascular health study. Stroke. 2005;36:1830–4.CrossRefPubMed Mukamal KJ, Chung H, Jenny NS, Kuller LH, Longstreth Jr WT, Mittleman MA, Burke GL, Cushman M, Beauchamp Jr NJ, Siscovick DS. Alcohol use and risk of ischemic stroke among older adults: the cardiovascular health study. Stroke. 2005;36:1830–4.CrossRefPubMed
27.
go back to reference Nielsen NR, Truelsen T, Barefoot JC, Johnsen SP, Overvad K, Boysen G, Schnohr P, Gronbaek M. Is the effect of alcohol on risk of stroke confined to highly stressed persons? Neuroepidemiology. 2005;25:105–13.CrossRefPubMed Nielsen NR, Truelsen T, Barefoot JC, Johnsen SP, Overvad K, Boysen G, Schnohr P, Gronbaek M. Is the effect of alcohol on risk of stroke confined to highly stressed persons? Neuroepidemiology. 2005;25:105–13.CrossRefPubMed
28.
go back to reference Elkind MS, Sciacca R, Boden-Albala B, Rundek T, Paik MC, Sacco RL. Moderate alcohol consumption reduces risk of ischemic stroke: the Northern Manhattan Study. Stroke. 2006;37:13–9.CrossRef Elkind MS, Sciacca R, Boden-Albala B, Rundek T, Paik MC, Sacco RL. Moderate alcohol consumption reduces risk of ischemic stroke: the Northern Manhattan Study. Stroke. 2006;37:13–9.CrossRef
29.
go back to reference Bazzano LA, Gu D, Reynolds K, Wu X, Chen CS, Duan X, Chen J, Wildman RP, Klag MJ, He J. Alcohol consumption and risk for stroke among Chinese men. Ann Neurol. 2007;62:569–78.CrossRefPubMed Bazzano LA, Gu D, Reynolds K, Wu X, Chen CS, Duan X, Chen J, Wildman RP, Klag MJ, He J. Alcohol consumption and risk for stroke among Chinese men. Ann Neurol. 2007;62:569–78.CrossRefPubMed
30.
go back to reference Sturgeon JD, Folsom AR, Longstreth Jr WT, Shahar E, Rosamond WD, Cushman M. Risk factors for intracerebral hemorrhage in a pooled prospective study. Stroke. 2007;38:2718–25.CrossRefPubMed Sturgeon JD, Folsom AR, Longstreth Jr WT, Shahar E, Rosamond WD, Cushman M. Risk factors for intracerebral hemorrhage in a pooled prospective study. Stroke. 2007;38:2718–25.CrossRefPubMed
31.
go back to reference Chiuve SE, Rexrode KM, Spiegelman D, Logroscino G, Manson JE, Rimm EB. Primary prevention of stroke by healthy lifestyle. Circulation. 2008;118:947–54.CrossRefPubMedPubMedCentral Chiuve SE, Rexrode KM, Spiegelman D, Logroscino G, Manson JE, Rimm EB. Primary prevention of stroke by healthy lifestyle. Circulation. 2008;118:947–54.CrossRefPubMedPubMedCentral
32.
go back to reference Lu M, Ye W, Adami HO, Weiderpass E. Stroke incidence in women under 60 years of age related to alcohol intake and smoking habit. Cerebrovasc Dis. 2008;25:517–25.CrossRefPubMed Lu M, Ye W, Adami HO, Weiderpass E. Stroke incidence in women under 60 years of age related to alcohol intake and smoking habit. Cerebrovasc Dis. 2008;25:517–25.CrossRefPubMed
33.
go back to reference Sandvei MS, Romundstad PR, Muller TB, Vatten L, Vik A. Risk factors for aneurysmal subarachnoid hemorrhage in a prospective population study: the HUNT study in Norway. Stroke. 2009;40:1958–62.CrossRefPubMed Sandvei MS, Romundstad PR, Muller TB, Vatten L, Vik A. Risk factors for aneurysmal subarachnoid hemorrhage in a prospective population study: the HUNT study in Norway. Stroke. 2009;40:1958–62.CrossRefPubMed
34.
go back to reference Bos S, Grobbee DE, Boer JM, Verschuren WM, Beulens JW. Alcohol consumption and risk of cardiovascular disease among hypertensive women. Eur J Cardiovasc Prev Rehabil. 2010;17:119–26.CrossRefPubMed Bos S, Grobbee DE, Boer JM, Verschuren WM, Beulens JW. Alcohol consumption and risk of cardiovascular disease among hypertensive women. Eur J Cardiovasc Prev Rehabil. 2010;17:119–26.CrossRefPubMed
35.
go back to reference Rist PM, Berger K, Buring JE, Kase CS, Gaziano JM, Kurth T. Alcohol consumption and functional outcome after stroke in men. Stroke. 2010;41:141–6.CrossRefPubMed Rist PM, Berger K, Buring JE, Kase CS, Gaziano JM, Kurth T. Alcohol consumption and functional outcome after stroke in men. Stroke. 2010;41:141–6.CrossRefPubMed
36.
go back to reference Zhang Y, Tuomilehto J, Jousilahti P, Wang Y, Antikainen R, Hu G. Lifestyle factors on the risks of ischemic and hemorrhagic stroke. Arch Intern Med. 2011;171:1811–8.CrossRef Zhang Y, Tuomilehto J, Jousilahti P, Wang Y, Antikainen R, Hu G. Lifestyle factors on the risks of ischemic and hemorrhagic stroke. Arch Intern Med. 2011;171:1811–8.CrossRef
37.
go back to reference Higashiyama A, Wakabayashi I, Ono Y, Watanabe M, Kokubo Y, Okayama A, Miyamoto Y, Okamura T. Association with serum gamma-glutamyltransferase levels and alcohol consumption on stroke and coronary artery disease: the Suita study. Stroke. 2011;42:1764–7.CrossRef Higashiyama A, Wakabayashi I, Ono Y, Watanabe M, Kokubo Y, Okayama A, Miyamoto Y, Okamura T. Association with serum gamma-glutamyltransferase levels and alcohol consumption on stroke and coronary artery disease: the Suita study. Stroke. 2011;42:1764–7.CrossRef
38.
go back to reference Drogan D, Sheldrick AJ, Schutze M, Knuppel S, Andersohn F, di Giuseppe R, Herrmann B, Willich SN, Garbe E, Bergmann MM, et al. Alcohol consumption, genetic variants in alcohol deydrogenases, and risk of cardiovascular diseases: a prospective study and meta-analysis. PLoS One. 2012;7:e32176.CrossRefPubMedPubMedCentral Drogan D, Sheldrick AJ, Schutze M, Knuppel S, Andersohn F, di Giuseppe R, Herrmann B, Willich SN, Garbe E, Bergmann MM, et al. Alcohol consumption, genetic variants in alcohol deydrogenases, and risk of cardiovascular diseases: a prospective study and meta-analysis. PLoS One. 2012;7:e32176.CrossRefPubMedPubMedCentral
39.
go back to reference Jimenez M, Chiuve SE, Glynn RJ, Stampfer MJ, Camargo Jr CA, Willett WC, Manson JE, Rexrode KM. Alcohol consumption and risk of stroke in women. Stroke. 2012;43:939–45.CrossRefPubMedPubMedCentral Jimenez M, Chiuve SE, Glynn RJ, Stampfer MJ, Camargo Jr CA, Willett WC, Manson JE, Rexrode KM. Alcohol consumption and risk of stroke in women. Stroke. 2012;43:939–45.CrossRefPubMedPubMedCentral
40.
go back to reference Ikehara S, Iso H, Yamagishi K, Kokubo Y, Saito I, Yatsuya H, Inoue M, Tsugane S, Group JS. Alcohol consumption and risk of stroke and coronary heart disease among Japanese women: the Japan Public Health Center-based prospective study. Prev Med. 2013;57:505–10.CrossRefPubMed Ikehara S, Iso H, Yamagishi K, Kokubo Y, Saito I, Yatsuya H, Inoue M, Tsugane S, Group JS. Alcohol consumption and risk of stroke and coronary heart disease among Japanese women: the Japan Public Health Center-based prospective study. Prev Med. 2013;57:505–10.CrossRefPubMed
41.
go back to reference Kadlecova P, Andel R, Mikulik R, Handing EP, Pedersen NL. Alcohol consumption at midlife and risk of stroke during 43 years of follow-up: cohort and twin analyses. Stroke. 2015;46:627–33.CrossRefPubMed Kadlecova P, Andel R, Mikulik R, Handing EP, Pedersen NL. Alcohol consumption at midlife and risk of stroke during 43 years of follow-up: cohort and twin analyses. Stroke. 2015;46:627–33.CrossRefPubMed
42.
go back to reference Jones SB, Loehr L, Avery CL, Gottesman RF, Wruck L, Shahar E, Rosamond WD. Midlife alcohol consumption and the risk of stroke in the atherosclerosis risk in communities study. Stroke. 2015;46:3124–30.CrossRefPubMedPubMedCentral Jones SB, Loehr L, Avery CL, Gottesman RF, Wruck L, Shahar E, Rosamond WD. Midlife alcohol consumption and the risk of stroke in the atherosclerosis risk in communities study. Stroke. 2015;46:3124–30.CrossRefPubMedPubMedCentral
43.
go back to reference Larsson SC, Drca N, Wolk A. Alcohol consumption and risk of atrial fibrillation: a prospective study and dose-response meta-analysis. J Am Coll Cardiol. 2014;64:281–9.CrossRefPubMed Larsson SC, Drca N, Wolk A. Alcohol consumption and risk of atrial fibrillation: a prospective study and dose-response meta-analysis. J Am Coll Cardiol. 2014;64:281–9.CrossRefPubMed
44.
go back to reference Holmes MV, Dale CE, Zuccolo L, Silverwood RJ, Guo Y, Ye Z, Prieto-Merino D, Dehghan A, Trompet S, Wong A, et al. Association between alcohol and cardiovascular disease: Mendelian randomisation analysis based on individual participant data. BMJ. 2014;349:g4164.CrossRefPubMedPubMedCentral Holmes MV, Dale CE, Zuccolo L, Silverwood RJ, Guo Y, Ye Z, Prieto-Merino D, Dehghan A, Trompet S, Wong A, et al. Association between alcohol and cardiovascular disease: Mendelian randomisation analysis based on individual participant data. BMJ. 2014;349:g4164.CrossRefPubMedPubMedCentral
46.
go back to reference Wurtz P, Cook S, Wang Q, Tiainen M, Tynkkynen T, Kangas AJ, Soininen P, Laitinen J, Viikari J, Kahonen M, et al. Metabolic profiling of alcohol consumption in 9778 young adults. Int J Epidemiol. 2016. Ahead of print. Wurtz P, Cook S, Wang Q, Tiainen M, Tynkkynen T, Kangas AJ, Soininen P, Laitinen J, Viikari J, Kahonen M, et al. Metabolic profiling of alcohol consumption in 9778 young adults. Int J Epidemiol. 2016. Ahead of print.
Metadata
Title
Differing association of alcohol consumption with different stroke types: a systematic review and meta-analysis
Authors
Susanna C. Larsson
Alice Wallin
Alicja Wolk
Hugh S. Markus
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Medicine / Issue 1/2016
Electronic ISSN: 1741-7015
DOI
https://doi.org/10.1186/s12916-016-0721-4

Other articles of this Issue 1/2016

BMC Medicine 1/2016 Go to the issue