Major depressive disorder (MDD) implicates a huge burden for patients and society. Although currently available antidepressants are effective treatment options, more than 50% of the patients do not respond to the first administered antidepressant. In addition, in more than 25% with antidepressants-treated patients, adverse effects occur. Currently, the selection of treatment does not reflect objectively measurable data from neurobiological and behavioral systems. However, in the last decades, the understanding of the impact of genetic variants on clinical features such as drug metabolism has grown and can be used to develop tests that enable a patient-tailored individual treatment. In fact, robust evidence was found that genetic variants of CYP450 enzymes such as CYP2D6 and CYP2C19 can be surrogate markers for the metabolism of certain drugs. This article describes a pilot study design aimed to combine clinical variables such as therapeutic drug monitoring, inflammatory and stress markers with static and variable genetic information of depressed patients to develop an algorithm that predicts treatment response, and tolerability using machine learning algorithms. Psychometric evaluation covers the Hamilton Depression Rating Scale, the Childhood Trauma Questionnaire, and adverse drug reactions. An in-depth (epi-)genetic assessment combines genome-wide gene association data with DNA methylation patterns of genes coding CYP enzymes along with a pharmacogenetic battery focusing on CYP enzymes. Using these measures to stratify depressed patients, this approach should contribute to a data-driven assessment and management of MDD, which can be referred to as precision medicine or high-definition medicine.
机构:
Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Walden, Lucas M.
Brandl, Eva J.
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Charite, Dept Psychiat & Psychotherapy, D-13353 Berlin, GermanyCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Brandl, Eva J.
Changasi, Amtul
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Univ Toronto, Scarborough, ON M1C 1A4, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Changasi, Amtul
Sturgess, Jessica E.
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Rush Univ, Dept Internal Med, Med Ctr, Chicago, IL 60612 USACampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Sturgess, Jessica E.
Soibel, Alexander
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Soibel, Alexander
Notario, Janna Fe D.
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Notario, Janna Fe D.
Cheema, Sheraz
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Cheema, Sheraz
Braganza, Nicole
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Braganza, Nicole
Marshe, Victoria S.
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Univ Toronto, Inst Med Sci, Fac Med, Toronto, ON, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Marshe, Victoria S.
Freeman, Natalie
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Freeman, Natalie
Tiwari, Arun K.
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Tiwari, Arun K.
Kennedy, James L.
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Univ Toronto, Dept Psychiat, Toronto, ON, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Kennedy, James L.
Mueller, Daniel J.
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Campbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
Univ Toronto, Dept Psychiat, Toronto, ON, CanadaCampbell Family Mental Hlth Res Inst, Ctr Addict & Mental Hlth, Pharmacogenet Res Clin, Toronto, ON M5T 1R8, Canada
机构:
Univ Calif San Francisco, Dept Psychiat, San Francisco, CA USAUniv Calif San Francisco, Dept Psychiat, San Francisco, CA USA
Thompson, Carmela
Hamilton, Steven P.
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机构:
Kaiser Permanente Med Ctr, Dept Psychiat, San Francisco, CA USAUniv Calif San Francisco, Dept Psychiat, San Francisco, CA USA
Hamilton, Steven P.
Hippman, Catriona
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机构:
BC Womens Hosp & Hlth Ctr, Womens Hlth Res Inst, Vancouver, BC, Canada
Univ British Columbia, Dept Psychiat, Vancouver, BC, CanadaUniv Calif San Francisco, Dept Psychiat, San Francisco, CA USA
机构:
Childrens Mercy Kansas City, Div Adolescent Med, Kansas City, MO 64108 USA
Childrens Mercy Kansas City, Div Clin Pharmacol Toxicol & Therapeut Innovat, Kansas City, MO 64108 USA
Univ Missouri Kansas City, Dept Pediat, Sch Med, Kansas City, MO 64108 USAChildrens Mercy Kansas City, Div Adolescent Med, Kansas City, MO 64108 USA
Stancil, Stephani L.
Berrios, Courtney
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机构:
Childrens Mercy Kansas City, Gen Med Ctr, Kansas City, MO 64108 USAChildrens Mercy Kansas City, Div Adolescent Med, Kansas City, MO 64108 USA
Berrios, Courtney
Abdel-Rahman, Susan
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Childrens Mercy Kansas City, Div Clin Pharmacol Toxicol & Therapeut Innovat, Kansas City, MO 64108 USA
Univ Missouri Kansas City, Dept Pediat, Sch Med, Kansas City, MO 64108 USAChildrens Mercy Kansas City, Div Adolescent Med, Kansas City, MO 64108 USA
机构:
Saitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, JapanSaitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan
Tada, Yukio
Matsubara, Mei
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机构:
Saitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan
Kitasato Univ, Dept Med Psychol, Grad Sch Med Sci, Sagamihara, Kanagawa 228, JapanSaitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan
Matsubara, Mei
Kawada, Satoshi
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机构:
Saitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan
Sanmaibashi Hosp, Div Psychiat, Ota, JapanSaitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan
Kawada, Satoshi
Ishida, Mayumi
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机构:
Saitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan
Waseda Univ, Grad Sch Human Sci, Tokorozawa, Saitama, Japan
Japan Soc Promot Sci, Ina, Saitama, JapanSaitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan
Ishida, Mayumi
Wada, Makoto
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机构:
Saitama Canc Ctr, Dept Psychooncol, Ina, Saitama, JapanSaitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan
Wada, Makoto
Wada, Tomomi
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机构:
Saitama Canc Ctr, Dept Psychooncol, Ina, Saitama, JapanSaitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan
Wada, Tomomi
Onishi, Hideki
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机构:
Saitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, JapanSaitama Med Univ, Dept Psychooncol, Int Med Ctr, Hidaka City, Saitama 3501298, Japan