Different roles of microbiota and genetics in the prediction of treatment response in major depressive disorder

被引:0
作者
Han, Ke [1 ,2 ]
Ji, Lei [1 ,2 ]
Xie, Qinglian [3 ]
Liu, Liangjie [1 ,2 ]
Wu, Xi [1 ,2 ]
He, Lin [1 ,2 ]
Shi, Yi [1 ,2 ]
Zhang, Rong [5 ]
He, Guang [1 ,2 ]
Dong, Zaiquan [4 ]
Yu, Tao [1 ,5 ]
机构
[1] Shanghai Jiao Tong Univ, Biox Inst, Key Lab Genet Dev & Neuropsychiat Disorders, 1954 Huashan Rd, Shanghai 200030, Peoples R China
[2] Shanghai Jiao Tong Univ, Brain Sci & Technol Res Ctr, Shanghai Key Lab Psychot Disorders, 1954 Huashan Rd, Shanghai 200030, Peoples R China
[3] Sichuan Univ, West China Hosp, Out Patient Dept, Chengdu 610041, Sichuan, Peoples R China
[4] Sichuan Univ, West China Hosp, Mental Hlth Ctr, Chengdu 610041, Peoples R China
[5] Shanghai Ctr Women & Childrens Hlth, 339 Luding Rd, Shanghai 200062, Peoples R China
基金
上海市自然科学基金; 中国国家自然科学基金;
关键词
Gut microbiota; Genetics; Depression; Treatment; Prediction; GUT MICROBIOME; EARLY IMPROVEMENT; BRAIN-FUNCTION; BIFIDOBACTERIUM; RESILIENCE; PLACEBO; INFLAMMATION; METAANALYSIS; ASSOCIATION; METABOLISM;
D O I
10.1016/j.jpsychires.2023.03.036
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
The roles of gut microbiota and susceptibility genes in patients with major depression disorder (MDD) are not well understood. Examining the microbiome and host genetics might be helpful for clinical decision-making. Patients with MDD were recruited in this study and subsequently treated for eight weeks. We identified the differences between the population with a response after two weeks and those with a response after eight weeks. The factors that were significantly correlated with efficacy were used to predict the treatment response. The differences in the importance of microbiota and genetics in prediction were analyzed. Our study identified rs58010457 as a potentially key locus affecting the treatment effect. Different microbiota and enriched pathways might play different roles in the response after two and eight weeks. We found that the area under the curve (AUC) value was greater than 0.8 for both random forest models. The contribution of different components to the AUC was evaluated by removing genetic information, microbiota abundance, and pathway data. The gut microbiome was an important predictor of the response after eight weeks, while genetics was an important predictor of the response after two weeks. These results suggested a dynamic effect of interaction among genetics and gut microbes on treatment. Furthermore, these results provide new guidance for clinical decisions: in cases of inadequate treatment effects after two weeks, the composition of the intestinal flora can be improved by diet therapy, which could ultimately affect the efficacy.
引用
收藏
页码:402 / 411
页数:10
相关论文
共 88 条
[1]   Methylome-wide association findings for major depressive disorder overlap in blood and brain and replicate in independent brain samples [J].
Aberg, Karolina A. ;
Dean, Brian ;
Shabalin, Andrey A. ;
Chan, Robin F. ;
Han, Laura K. M. ;
Zhao, Min ;
van Grootheest, Gerard ;
Xie, Lin Y. ;
Milaneschi, Yuri ;
Clark, Shaunna L. ;
Turecki, Gustavo ;
Penninx, Brenda W. J. H. ;
van den Oord, Edwin J. C. G. .
MOLECULAR PSYCHIATRY, 2020, 25 (06) :1344-1354
[2]   Possible association of Bifidobacterium and Lactobacillus in the gut microbiota of patients with major depressive disorder [J].
Aizawa, Emiko ;
Tsuji, Hirokazu ;
Asahara, Takashi ;
Takahashi, Takuya ;
Teraishi, Toshiya ;
Yoshida, Sumiko ;
Ota, Miho ;
Koga, Norie ;
Hattori, Kotaro ;
Kunugi, Hiroshi .
JOURNAL OF AFFECTIVE DISORDERS, 2016, 202 :254-257
[3]   Clinical and metabolic response to probiotic administration in patients with major depressive disorder: A randomized, double-blind, placebo-controlled trial [J].
Akkasheh, Ghodarz ;
Kashani-Poor, Zahra ;
Tajabadi-Ebrahimi, Maryam ;
Jafari, Parvaneh ;
Akbari, Hossein ;
Taghizadeh, Mohsen ;
Memarzadeh, Mohammad Reza ;
Asemi, Zatollah ;
Esmaillzadeh, Ahmad .
NUTRITION, 2016, 32 (03) :315-320
[4]   A global reference for human genetic variation [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Wang, Jun ;
Wilson, Richard K. ;
Boerwinkle, Eric ;
Doddapaneni, Harsha ;
Han, Yi ;
Korchina, Viktoriya ;
Kovar, Christie ;
Lee, Sandra ;
Muzny, Donna ;
Reid, Jeffrey G. ;
Zhu, Yiming ;
Chang, Yuqi ;
Feng, Qiang ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Lan, Tianming ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Liu, Shengmao ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Tang, Meifang ;
Wang, Bo .
NATURE, 2015, 526 (7571) :68-+
[5]  
Barbu MC, 2021, MOL PSYCHIATR, V26, P5112, DOI [10.1038/s41380-020-0808-3, 10.1051/matecconf/202030500001]
[6]   Gut Microbiota Dysbiosis Associated With Altered Production of Short Chain Fatty Acids in Children With Neurodevelopmental Disorders [J].
Bojovic, Katarina ;
Ignjatovic, Durdica ;
Bajic, Svetlana Sokovic ;
Milutinovic, Danijela Vojnovic ;
Tomic, Mirko ;
Golic, Natasa ;
Tolinacki, Maja .
FRONTIERS IN CELLULAR AND INFECTION MICROBIOLOGY, 2020, 10
[7]   Reviewing the genetics of heterogeneity in depression: operationalizations, manifestations and etiologies [J].
Cai, Na ;
Choi, Karmel W. ;
Fried, Eiko, I .
HUMAN MOLECULAR GENETICS, 2020, 29 (R1) :R10-R18
[8]   Minimal phenotyping yields genome-wide association signals of low specificity for major depression [J].
Cai, Na ;
Revez, Joana A. ;
Adams, Mark J. ;
Andlauer, Till F. M. ;
Breen, Gerome ;
Byrne, Enda M. ;
Clarke, Toni-Kim ;
Forstner, Andreas J. ;
Grabe, Hans J. ;
Hamilton, Steven P. ;
Levinson, Douglas F. ;
Lewis, Cathryn M. ;
Lewis, Glyn ;
Martin, Nicholas G. ;
Milaneschi, Yuri ;
Mors, Ole ;
Mueller-Myhsok, Bertram ;
Penninx, Brenda W. J. H. ;
Perlis, Roy H. ;
Pistis, Giorgio ;
Potash, James B. ;
Preisig, Martin ;
Shi, Jianxin ;
Smoller, Jordan W. ;
Streit, Fabien ;
Tiemeier, Henning ;
Uher, Rudolf ;
Van der Auwera, Sandra ;
Viktorin, Alexander ;
Weissman, Myrna M. ;
Kendler, Kenneth S. ;
Flint, Jonathan .
NATURE GENETICS, 2020, 52 (04) :437-+
[9]   Gut microbiota and attention deficit hyperactivity disorder: new perspectives for a challenging condition [J].
Carmen Cenit, Maria ;
Campillo Nuevo, Isabel ;
Codoner-Franch, Pilar ;
Dinan, Timothy G. ;
Sanz, Yolanda .
EUROPEAN CHILD & ADOLESCENT PSYCHIATRY, 2017, 26 (09) :1081-1092
[10]   Gut feelings: A randomised, triple-blind, placebo-controlled trial of probiotics for depressive symptoms [J].
Chahwan, Bahia ;
Kwan, Sophia ;
Isik, Ashling ;
van Hemert, Saskia ;
Burke, Catherine ;
Roberts, Lynette .
JOURNAL OF AFFECTIVE DISORDERS, 2019, 253 :317-326