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

Open Access 01-12-2016 | Research article

Pubertal development and prostate cancer risk: Mendelian randomization study in a population-based cohort

Authors: Carolina Bonilla, Sarah J. Lewis, Richard M. Martin, Jenny L. Donovan, Freddie C. Hamdy, David E. Neal, Rosalind Eeles, Doug Easton, Zsofia Kote-Jarai, Ali Amin Al Olama, Sara Benlloch, Kenneth Muir, Graham G. Giles, Fredrik Wiklund, Henrik Gronberg, Christopher A. Haiman, Johanna Schleutker, Børge G. Nordestgaard, Ruth C. Travis, Nora Pashayan, Kay-Tee Khaw, Janet L. Stanford, William J. Blot, Stephen Thibodeau, Christiane Maier, Adam S. Kibel, Cezary Cybulski, Lisa Cannon-Albright, Hermann Brenner, Jong Park, Radka Kaneva, Jyotsna Batra, Manuel R. Teixeira, Hardev Pandha, Mark Lathrop, George Davey Smith, The PRACTICAL consortium

Published in: BMC Medicine | Issue 1/2016

Login to get access

Abstract

Background

Epidemiological studies have observed a positive association between an earlier age at sexual development and prostate cancer, but markers of sexual maturation in boys are imprecise and observational estimates are likely to suffer from a degree of uncontrolled confounding. To obtain causal estimates, we examined the role of pubertal development in prostate cancer using genetic polymorphisms associated with Tanner stage in adolescent boys in a Mendelian randomization (MR) approach.

Methods

We derived a weighted genetic risk score for pubertal development, combining 13 SNPs associated with male Tanner stage. A higher score indicated a later puberty onset. We examined the association of this score with prostate cancer risk, stage and grade in the UK-based ProtecT case-control study (n = 2,927), and used the PRACTICAL consortium (n = 43,737) as a replication sample.

Results

In ProtecT, the puberty genetic score was inversely associated with prostate cancer grade (odds ratio (OR) of high- vs. low-grade cancer, per tertile of the score: 0.76; 95 % CI, 0.64–0.89). In an instrumental variable estimation of the causal OR, later physical development in adolescence (equivalent to a difference of one Tanner stage between pubertal boys of the same age) was associated with a 77 % (95 % CI, 43–91 %) reduced odds of high Gleason prostate cancer. In PRACTICAL, the puberty genetic score was associated with prostate cancer stage (OR of advanced vs. localized cancer, per tertile: 0.95; 95 % CI, 0.91–1.00) and prostate cancer-specific mortality (hazard ratio amongst cases, per tertile: 0.94; 95 % CI, 0.90–0.98), but not with disease grade.

Conclusions

Older age at sexual maturation is causally linked to a reduced risk of later prostate cancer, especially aggressive disease.
Appendix
Available only for authorised users
Literature
1.
go back to reference Jemal A, Bray F, Center MM, Ferlay J, Ward E, Forman D. Global cancer statistics. CA Cancer J Clin. 2011;61:69–90.CrossRefPubMed Jemal A, Bray F, Center MM, Ferlay J, Ward E, Forman D. Global cancer statistics. CA Cancer J Clin. 2011;61:69–90.CrossRefPubMed
2.
go back to reference Sakr WA, Haas GP, Cassin BF, Pontes JE, Crissman JD. The frequency of carcinoma and intraepithelial neoplasia of the prostate in young male patients. J Urol. 1993;150:379–85.PubMed Sakr WA, Haas GP, Cassin BF, Pontes JE, Crissman JD. The frequency of carcinoma and intraepithelial neoplasia of the prostate in young male patients. J Urol. 1993;150:379–85.PubMed
4.
go back to reference Salonia A, Abdollah F, Capitanio U, Suardi N, Gallina A, Castagna G, Clementi MC, Briganti A, Rigatti P, Montorsi F. Circulating sex steroids and prostate cancer: introducing the time-dependency theory. World J Urol. 2013;31:267–73. Salonia A, Abdollah F, Capitanio U, Suardi N, Gallina A, Castagna G, Clementi MC, Briganti A, Rigatti P, Montorsi F. Circulating sex steroids and prostate cancer: introducing the time-dependency theory. World J Urol. 2013;31:267–73.
5.
go back to reference Rowlands M-A, Gunnell D, Harris R, Vatten LJ, Holly JMP, Martin RM. Circulating insulin-like growth factor peptides and prostate cancer risk: a systematic review and meta-analysis. Int J Cancer. 2009;124:2416–29.CrossRefPubMedPubMedCentral Rowlands M-A, Gunnell D, Harris R, Vatten LJ, Holly JMP, Martin RM. Circulating insulin-like growth factor peptides and prostate cancer risk: a systematic review and meta-analysis. Int J Cancer. 2009;124:2416–29.CrossRefPubMedPubMedCentral
6.
go back to reference Isbarn H, Pinthus JH, Marks LS, Montorsi F, Morales A, Morgentaler A, Schulman C. Testosterone and prostate cancer: revisiting old paradigms. Eur Urol. 2009;56:48–56. Isbarn H, Pinthus JH, Marks LS, Montorsi F, Morales A, Morgentaler A, Schulman C. Testosterone and prostate cancer: revisiting old paradigms. Eur Urol. 2009;56:48–56.
7.
go back to reference García-Closas M, Brinton LA, Lissowska J, Chatterjee N, Peplonska B, Anderson WF, Szeszenia-Dabrowska N, Bardin-Mikolajczak A, Zatonski W, Blair A, Kalaylioglu Z, Rymkiewicz G, Mazepa-Sikora D, Kordek R, Lukaszek S, Sherman ME. Established breast cancer risk factors by clinically important tumour characteristics. Br J Cancer. 2006;95:123–9. García-Closas M, Brinton LA, Lissowska J, Chatterjee N, Peplonska B, Anderson WF, Szeszenia-Dabrowska N, Bardin-Mikolajczak A, Zatonski W, Blair A, Kalaylioglu Z, Rymkiewicz G, Mazepa-Sikora D, Kordek R, Lukaszek S, Sherman ME. Established breast cancer risk factors by clinically important tumour characteristics. Br J Cancer. 2006;95:123–9.
8.
go back to reference Perry JRB, Day F, Elks CE, Sulem P, Thompson DJ, Ferreira T, He C, Chasman DI, Esko T, Thorleifsson G, Albrecht E, Ang WQ, Corre T, Cousminer DL, Feenstra B, Franceschini N, Ganna A, Johnson AD, Kjellqvist S, Lunetta KL, McMahon G, Nolte IM, Paternoster L, Porcu E, Smith A V., Stolk L, Teumer A, Tšernikova N, Tikkanen E, Ulivi S, et al. Parent-of-origin-specific allelic associations among 106 genomic loci for age at menarche. Nature. 2014;514:92–7. Perry JRB, Day F, Elks CE, Sulem P, Thompson DJ, Ferreira T, He C, Chasman DI, Esko T, Thorleifsson G, Albrecht E, Ang WQ, Corre T, Cousminer DL, Feenstra B, Franceschini N, Ganna A, Johnson AD, Kjellqvist S, Lunetta KL, McMahon G, Nolte IM, Paternoster L, Porcu E, Smith A V., Stolk L, Teumer A, Tšernikova N, Tikkanen E, Ulivi S, et al. Parent-of-origin-specific allelic associations among 106 genomic loci for age at menarche. Nature. 2014;514:92–7.
9.
go back to reference Cousminer DL, Stergiakouli E, Berry DJ, Ang W, Groen-Blokhuis MM, Körner A, Siitonen N, Ntalla I, Marinelli M, Perry JRB, Kettunen J, Jansen R, Surakka I, Timpson NJ, Ring S, Mcmahon G, Power C, Wang C, Kähönen M, Viikari J, Lehtimäki T, Middeldorp CM, Hulshoff Pol HE, Neef M, Weise S, Pahkala K, Niinikoski H, Zeggini E, Panoutsopoulou K, Bustamante M, et al. Genome-wide association study of sexual maturation in males and females highlights a role for body mass and menarche loci in male puberty. Hum Mol Genet. 2014;23:4452–64. Cousminer DL, Stergiakouli E, Berry DJ, Ang W, Groen-Blokhuis MM, Körner A, Siitonen N, Ntalla I, Marinelli M, Perry JRB, Kettunen J, Jansen R, Surakka I, Timpson NJ, Ring S, Mcmahon G, Power C, Wang C, Kähönen M, Viikari J, Lehtimäki T, Middeldorp CM, Hulshoff Pol HE, Neef M, Weise S, Pahkala K, Niinikoski H, Zeggini E, Panoutsopoulou K, Bustamante M, et al. Genome-wide association study of sexual maturation in males and females highlights a role for body mass and menarche loci in male puberty. Hum Mol Genet. 2014;23:4452–64.
10.
go back to reference Tanner JM, Whitehouse RH. Clinical longitudinal standards for height, weight, height velocity, weight velocity, and stages of puberty. Arch Dis Child. 1976;51:170–9.CrossRefPubMedPubMedCentral Tanner JM, Whitehouse RH. Clinical longitudinal standards for height, weight, height velocity, weight velocity, and stages of puberty. Arch Dis Child. 1976;51:170–9.CrossRefPubMedPubMedCentral
11.
go back to reference Davey Smith G, Ebrahim S. “Mendelian randomization”: can genetic epidemiology contribute to understanding environmental determinants of disease? Int J Epidemiol. 2003;32:1–22.CrossRef Davey Smith G, Ebrahim S. “Mendelian randomization”: can genetic epidemiology contribute to understanding environmental determinants of disease? Int J Epidemiol. 2003;32:1–22.CrossRef
12.
go back to reference Palmer TM, Lawlor DA, Harbord RM, Sheehan NA, Tobias JH, Timpson NJ, Davey Smith G, Sterne JAC. Using multiple genetic variants as instrumental variables for modifiable risk factors. Stat Methods Med Res. 2012;21:223–42. Palmer TM, Lawlor DA, Harbord RM, Sheehan NA, Tobias JH, Timpson NJ, Davey Smith G, Sterne JAC. Using multiple genetic variants as instrumental variables for modifiable risk factors. Stat Methods Med Res. 2012;21:223–42.
13.
go back to reference Lane JA, Hamdy FC, Martin RM, Turner EL, Neal DE, Donovan JL. Latest results from the UK trials evaluating prostate cancer screening and treatment: the CAP and ProtecT studies. Eur J Cancer. 2010;46:3095–101.CrossRefPubMed Lane JA, Hamdy FC, Martin RM, Turner EL, Neal DE, Donovan JL. Latest results from the UK trials evaluating prostate cancer screening and treatment: the CAP and ProtecT studies. Eur J Cancer. 2010;46:3095–101.CrossRefPubMed
14.
go back to reference Lane JA, Donovan JL, Davis M, Walsh E, Dedman D, Down L, Turner EL, Mason MD, Metcalfe C, Peters TJ, Neal DE, Hamdy FC. Active monitoring, radical prostatectomy, or radiotherapy for localised prostate cancer: study design and diagnostic and baseline results of the ProtecT randomised phase 3 trial. Lancet Oncol. 2014;15:1109–18. Lane JA, Donovan JL, Davis M, Walsh E, Dedman D, Down L, Turner EL, Mason MD, Metcalfe C, Peters TJ, Neal DE, Hamdy FC. Active monitoring, radical prostatectomy, or radiotherapy for localised prostate cancer: study design and diagnostic and baseline results of the ProtecT randomised phase 3 trial. Lancet Oncol. 2014;15:1109–18.
15.
go back to reference Ohori M, Wheeler TM, Scardino PT. The New American Joint Committee on Cancer and International Union Against Cancer TNM classification of prostate cancer. Clinicopathologic correlations. Cancer. 1994;74:104–14.CrossRefPubMed Ohori M, Wheeler TM, Scardino PT. The New American Joint Committee on Cancer and International Union Against Cancer TNM classification of prostate cancer. Clinicopathologic correlations. Cancer. 1994;74:104–14.CrossRefPubMed
16.
go back to reference Elks CE, Perry JRB, Sulem P, Chasman DI, Franceschini N, He C, Lunetta KL, Visser J a, Byrne EM, Cousminer DL, Gudbjartsson DF, Esko T, Feenstra B, Hottenga J-J, Koller DL, Kutalik Z, Lin P, Mangino M, Marongiu M, McArdle PF, Smith A V, Stolk L, van Wingerden SH, Zhao JH, Albrecht E, Corre T, Ingelsson E, Hayward C, Magnusson PKE, Smith EN, et al. Thirty new loci for age at menarche identified by a meta-analysis of genome-wide association studies. Nat Genet. 2010;42:1077–85. Elks CE, Perry JRB, Sulem P, Chasman DI, Franceschini N, He C, Lunetta KL, Visser J a, Byrne EM, Cousminer DL, Gudbjartsson DF, Esko T, Feenstra B, Hottenga J-J, Koller DL, Kutalik Z, Lin P, Mangino M, Marongiu M, McArdle PF, Smith A V, Stolk L, van Wingerden SH, Zhao JH, Albrecht E, Corre T, Ingelsson E, Hayward C, Magnusson PKE, Smith EN, et al. Thirty new loci for age at menarche identified by a meta-analysis of genome-wide association studies. Nat Genet. 2010;42:1077–85.
17.
go back to reference Bowden J, Davey Smith G, Burgess S. Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression. Int J Epidemiol. 2015;44:512–25.CrossRefPubMedPubMedCentral Bowden J, Davey Smith G, Burgess S. Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression. Int J Epidemiol. 2015;44:512–25.CrossRefPubMedPubMedCentral
18.
go back to reference Burgess S, Scott RA, Timpson NJ, Davey Smith G, Thompson SG. Using published data in Mendelian randomization: a blueprint for efficient identification of causal risk factors. Eur J Epidemiol. 2015;30:543–52.CrossRefPubMedPubMedCentral Burgess S, Scott RA, Timpson NJ, Davey Smith G, Thompson SG. Using published data in Mendelian randomization: a blueprint for efficient identification of causal risk factors. Eur J Epidemiol. 2015;30:543–52.CrossRefPubMedPubMedCentral
19.
go back to reference Lorentzon M, Norjavaara E, Kindblom JM. Pubertal timing predicts leg length and childhood body mass index predicts sitting height in young adult men. J Pediatr. 2011;158:452–7.CrossRefPubMed Lorentzon M, Norjavaara E, Kindblom JM. Pubertal timing predicts leg length and childhood body mass index predicts sitting height in young adult men. J Pediatr. 2011;158:452–7.CrossRefPubMed
20.
go back to reference Albertsen PC, Fryback DG, Storer BE, Kolon TF, Fine J. Long-term survival among men with conservatively treated localized prostate cancer. JAMA. 1995;274:626–31.CrossRefPubMed Albertsen PC, Fryback DG, Storer BE, Kolon TF, Fine J. Long-term survival among men with conservatively treated localized prostate cancer. JAMA. 1995;274:626–31.CrossRefPubMed
21.
go back to reference Habel LA, Van Den Eeden SK, Friedman GD. Body size, age at shaving initiation, and prostate cancer in a large, multiracial cohort. Prostate. 2000;43:136–43.CrossRefPubMed Habel LA, Van Den Eeden SK, Friedman GD. Body size, age at shaving initiation, and prostate cancer in a large, multiracial cohort. Prostate. 2000;43:136–43.CrossRefPubMed
22.
go back to reference Grossmann M, Cheung AS, Zajac JD. Androgens and prostate cancer; pathogenesis and deprivation therapy. Best Pract Res Clin Endocrinol Metab. 2013;27:603–16.CrossRefPubMed Grossmann M, Cheung AS, Zajac JD. Androgens and prostate cancer; pathogenesis and deprivation therapy. Best Pract Res Clin Endocrinol Metab. 2013;27:603–16.CrossRefPubMed
23.
go back to reference Bidlingmaier M, Friedrich N, Emeny RT, Spranger J, Wolthers OD, Roswall J, Körner A, Obermayer-Pietsch B, Hübener C, Dahlgren J, Frystyk J, Pfeiffer AFH, Doering A, Bielohuby M, Wallaschofski H, Arafat AM. Reference intervals for insulin-like growth factor-1 (IGF-I) from birth to senescence: results from a multicenter study using a new automated chemiluminescence IGF-I immunoassay conforming to recent international recommendations. J Clin Endocrinol Metab. 2014;99:1712–21. Bidlingmaier M, Friedrich N, Emeny RT, Spranger J, Wolthers OD, Roswall J, Körner A, Obermayer-Pietsch B, Hübener C, Dahlgren J, Frystyk J, Pfeiffer AFH, Doering A, Bielohuby M, Wallaschofski H, Arafat AM. Reference intervals for insulin-like growth factor-1 (IGF-I) from birth to senescence: results from a multicenter study using a new automated chemiluminescence IGF-I immunoassay conforming to recent international recommendations. J Clin Endocrinol Metab. 2014;99:1712–21.
24.
go back to reference Sandhu J, Davey Smith G, Holly J, Cole TJ, Ben-Shlomo Y. Timing of puberty determines serum insulin-like growth factor-I in late adulthood. J Clin Endocrinol Metab. 2006;91:3150–7.CrossRefPubMed Sandhu J, Davey Smith G, Holly J, Cole TJ, Ben-Shlomo Y. Timing of puberty determines serum insulin-like growth factor-I in late adulthood. J Clin Endocrinol Metab. 2006;91:3150–7.CrossRefPubMed
25.
go back to reference McIntyre MH. Adult stature, body proportions and age at menarche in the United States National Health and Nutrition Survey (NHANES) III. Ann Hum Biol. 2011;38:716–20.CrossRefPubMed McIntyre MH. Adult stature, body proportions and age at menarche in the United States National Health and Nutrition Survey (NHANES) III. Ann Hum Biol. 2011;38:716–20.CrossRefPubMed
26.
go back to reference Rogers I, Metcalfe C, Gunnell D, Emmett P, Dunger D, Holly J. Insulin-like growth factor-I and growth in height, leg length, and trunk length between ages 5 and 10 years. J Clin Endocrinol Metab. 2006;91:2514–9.CrossRefPubMed Rogers I, Metcalfe C, Gunnell D, Emmett P, Dunger D, Holly J. Insulin-like growth factor-I and growth in height, leg length, and trunk length between ages 5 and 10 years. J Clin Endocrinol Metab. 2006;91:2514–9.CrossRefPubMed
27.
go back to reference Belsky J, Steinberg L, Draper P. Childhood experience, interpersonal development, and reproductive strategy: and evolutionary theory of socialization. Child Dev. 1991;62:647–70.CrossRefPubMed Belsky J, Steinberg L, Draper P. Childhood experience, interpersonal development, and reproductive strategy: and evolutionary theory of socialization. Child Dev. 1991;62:647–70.CrossRefPubMed
28.
go back to reference Thomas F, Elguero E, Brodeur J, Roche B, Missé D, Raymond M. Malignancies and high birth weight in human: which cancers could result from antagonistic pleiotropy? J Evol Med. 2012;1:1–5. Thomas F, Elguero E, Brodeur J, Roche B, Missé D, Raymond M. Malignancies and high birth weight in human: which cancers could result from antagonistic pleiotropy? J Evol Med. 2012;1:1–5.
29.
go back to reference Chan Y, Salem RM, Hsu Y-HH, McMahon G, Pers TH, Vedantam S, Esko T, Guo MH, Lim ET, Franke L, Smith GD, Strachan DP, Hirschhorn JN. Genome-wide analysis of body proportion classifies height-associated variants by mechanism of action and implicates genes important for skeletal development. Am J Hum Genet. 2015;96:695–708. Chan Y, Salem RM, Hsu Y-HH, McMahon G, Pers TH, Vedantam S, Esko T, Guo MH, Lim ET, Franke L, Smith GD, Strachan DP, Hirschhorn JN. Genome-wide analysis of body proportion classifies height-associated variants by mechanism of action and implicates genes important for skeletal development. Am J Hum Genet. 2015;96:695–708.
30.
31.
go back to reference Velie EM, Nechuta S, Osuch JR. Lifetime reproductive and anthropometric risk factors for breast cancer in postmenopausal women. Breast Dis. 2006;24:17–35. Velie EM, Nechuta S, Osuch JR. Lifetime reproductive and anthropometric risk factors for breast cancer in postmenopausal women. Breast Dis. 2006;24:17–35.
32.
go back to reference Barba M, Terrenato I, Schünemann HJ, Fuhrman B, Sperati F, Teter B, Gallucci M, D’Amato A, Muti P. Indicators of sexual and somatic development and adolescent body size in relation to prostate cancer risk: results from a case-control study. Urology. 2008;72:183–7. Barba M, Terrenato I, Schünemann HJ, Fuhrman B, Sperati F, Teter B, Gallucci M, D’Amato A, Muti P. Indicators of sexual and somatic development and adolescent body size in relation to prostate cancer risk: results from a case-control study. Urology. 2008;72:183–7.
33.
go back to reference Andersson SO, Baron J, Bergström R, Lindgren C, Wolk A, Adami HO. Lifestyle factors and prostate cancer risk: a case-control study in Sweden. Cancer Epidemiol Biomarkers Prev. 1996;5:509–13.PubMed Andersson SO, Baron J, Bergström R, Lindgren C, Wolk A, Adami HO. Lifestyle factors and prostate cancer risk: a case-control study in Sweden. Cancer Epidemiol Biomarkers Prev. 1996;5:509–13.PubMed
34.
go back to reference Honda GD, Bernstein L, Ross RK, Greenland S, Gerkins V, Henderson BE. Vasectomy, cigarette smoking, and age at first sexual intercourse as risk factors for prostate cancer in middle-aged men. Br J Cancer. 1988;57:326–31.CrossRefPubMedPubMedCentral Honda GD, Bernstein L, Ross RK, Greenland S, Gerkins V, Henderson BE. Vasectomy, cigarette smoking, and age at first sexual intercourse as risk factors for prostate cancer in middle-aged men. Br J Cancer. 1988;57:326–31.CrossRefPubMedPubMedCentral
35.
go back to reference Schuman LM, Mandel J, Blackard C, Bauer H, Scarlett J, McHugh R. Epidemiologic study of prostatic cancer: preliminary report. Cancer Treat Rep. 1977;61:181–6.PubMed Schuman LM, Mandel J, Blackard C, Bauer H, Scarlett J, McHugh R. Epidemiologic study of prostatic cancer: preliminary report. Cancer Treat Rep. 1977;61:181–6.PubMed
36.
go back to reference Dennis LK, Dawson DV. Meta-analysis of measures of sexual activity and prostate cancer. Epidemiology. 2002;13:72–9.CrossRefPubMed Dennis LK, Dawson DV. Meta-analysis of measures of sexual activity and prostate cancer. Epidemiology. 2002;13:72–9.CrossRefPubMed
37.
go back to reference Giles GG, Severi G, English DR, McCredie MRE, MacInnis R, Boyle P, Hopper JL. Early growth, adult body size and prostate cancer risk. Int J Cancer. 2003;103:241–5. Giles GG, Severi G, English DR, McCredie MRE, MacInnis R, Boyle P, Hopper JL. Early growth, adult body size and prostate cancer risk. Int J Cancer. 2003;103:241–5.
38.
go back to reference Hayes RB, de Jong FH, Raatgever J, Bogdanovicz J, Schroeder FH, van der Maas P, Oishi K, Yoshida O. Physical characteristics and factors related to sexual development and behaviour and the risk for prostatic cancer. Eur J Cancer Prev. 1992;1:239–45. Hayes RB, de Jong FH, Raatgever J, Bogdanovicz J, Schroeder FH, van der Maas P, Oishi K, Yoshida O. Physical characteristics and factors related to sexual development and behaviour and the risk for prostatic cancer. Eur J Cancer Prev. 1992;1:239–45.
Metadata
Title
Pubertal development and prostate cancer risk: Mendelian randomization study in a population-based cohort
Authors
Carolina Bonilla
Sarah J. Lewis
Richard M. Martin
Jenny L. Donovan
Freddie C. Hamdy
David E. Neal
Rosalind Eeles
Doug Easton
Zsofia Kote-Jarai
Ali Amin Al Olama
Sara Benlloch
Kenneth Muir
Graham G. Giles
Fredrik Wiklund
Henrik Gronberg
Christopher A. Haiman
Johanna Schleutker
Børge G. Nordestgaard
Ruth C. Travis
Nora Pashayan
Kay-Tee Khaw
Janet L. Stanford
William J. Blot
Stephen Thibodeau
Christiane Maier
Adam S. Kibel
Cezary Cybulski
Lisa Cannon-Albright
Hermann Brenner
Jong Park
Radka Kaneva
Jyotsna Batra
Manuel R. Teixeira
Hardev Pandha
Mark Lathrop
George Davey Smith
The PRACTICAL consortium
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/s12916-016-0602-x

Other articles of this Issue 1/2016

BMC Medicine 1/2016 Go to the issue