Systems biology-based approaches to summarize and identify novel genes and pathways associated with acute and chronic postsurgical pain

被引:14
作者
Chidambaran, Vidya [1 ]
Ashton, Maria [1 ]
Martin, Lisa J. [2 ]
Jegga, Anil G. [3 ]
机构
[1] Cincinnati Childrens Hosp Med Ctr, Dept Anesthesiol, Cincinnati, OH 45229 USA
[2] Cincinnati Childrens Hosp Med Ctr, Div Human Genet, Cincinnati, OH 45229 USA
[3] Cincinnati Childrens Hosp Med Ctr, Div Biomed Informat, Cincinnati, OH 45229 USA
关键词
Postoperative pain; CPSP; Genetics; Enrichment; Systems biology; Pathways; GENOME-WIDE ASSOCIATION; NEUROPATHIC PAIN; RISK-FACTORS; ANALGESIA; SURGERY; HERITABILITY; SENSITIVITY; RECOVERY; ANXIETY; OPIOIDS;
D O I
10.1016/j.jclinane.2020.109738
中图分类号
R614 [麻醉学];
学科分类号
100217 ;
摘要
Study objective: To employ systems biology-based machine learning to identify biologic processes over-represented with genetic variants (gene enrichment) implicated in post-surgical pain. Design: Informed systems biology based integrative computational analyses. Setting: Pediatric research and teaching institution. Interventions: Pubmed search (01/01/2001-10/31/2017) was performed to identify "training" genes associated with postoperative pain in humans. Candidate genes were identified and prioritized using Toppgene suite, based on functional enrichment using several gene ontology annotations, and curated gene sets associated with mouse phenotype-knockout studies. Measurements: Computationally top-ranked candidate genes and literature-curated genes were included in pathway enrichment analyses. Hierarchical clustering was used to visualize select functional enrichment results between the two phenotypes. Main results: Literature review identified 38 training genes associated with postoperative pain and 31 with CPSP. We identified 2610 prioritized novel candidate genes likely associated with acute and chronic postsurgical pain, the top 10th percentile jointly enriched (p 0.05; Benjamini-Hochberg correction) several pathways, topmost being cAMP response element-binding protein and ion channel pathways. Heat maps demonstrated enrichment of inflammatory/drug metabolism processes in acute postoperative pain and immune mechanisms in CPSP. Conclusion: High interindividual variability in pain responses immediately after surgery and risk for CPSP suggests genetic susceptibility. Lack of large homogenous sample sizes have led to underpowered genetic association studies. Systems biology can be leveraged to integrate genetic-level data with biologic processes to generate prioritized candidate gene lists and understand novel biological pathways involved in acute postoperative pain and CPSP. Such data would be key to informing future polygenic studies with targeted genome wide profiling. This study demonstrates the utility of functional annotation - based prioritization and enrichment approaches and identifies novel genes and unique/shared biological processes involved in acute and chronic postoperative pain. Results provide framework for future targeted genetic profiling of CPSP risk, to enable preventive and therapeutic approaches.
引用
收藏
页数:9
相关论文
共 58 条
[31]   Applying Systems Biology Methodology To Identify Genetic Factors Possibly Associated with Recovery after Traumatic Brain Injury [J].
Kurowski, Brad G. ;
Treble-Barna, Amery ;
Pitzer, Alexis J. ;
Wade, Shari L. ;
Martin, Lisa J. ;
Chima, Ranjit S. ;
Jegga, Anil .
JOURNAL OF NEUROTRAUMA, 2017, 34 (14) :2280-2290
[32]   Toll-like receptors and their role in persistent pain [J].
Lacagnina, Michael J. ;
Watkins, Linda R. ;
Grace, Peter M. .
PHARMACOLOGY & THERAPEUTICS, 2018, 184 :145-158
[33]   Patterns of pain: Meta-analysis of microarray studies of pain [J].
LaCroix-Fralish, Michael L. ;
Austin, Jean-Sebastien ;
Zheng, Felix Y. ;
Levitin, Daniel J. ;
Mogil, Jeffrey S. .
PAIN, 2011, 152 (08) :1888-1898
[34]   Down-regulation of Toll-like receptor 4 gene expression by short interfering RNA attenuates bone cancer pain in a rat model [J].
Lan, Liu Si ;
Ping, Yang Jian ;
Na, Wang Li ;
Miao, Jiang ;
Cheng, Qiu Qiao ;
Ni, Ma Zhen ;
Lei, Liu ;
Fang, Li Cai ;
Guang, Ren Chun ;
Jin, Zhou ;
Wei, Li .
MOLECULAR PAIN, 2010, 6
[35]   Transforming Growth Factor-β in Normal Nociceptive Processing and Pathological Pain Models [J].
Lantero, Aquilino ;
Tramullas, Monica ;
Diaz, Alvaro ;
Hurle, Maria A. .
MOLECULAR NEUROBIOLOGY, 2012, 45 (01) :76-86
[36]   The ERK/MAPK pathway, as a target for the treatment of neuropathic pain [J].
Ma, WY ;
Quirion, R .
EXPERT OPINION ON THERAPEUTIC TARGETS, 2005, 9 (04) :699-713
[37]   The Neurobiology of Anxiety Disorders: Brain Imaging, Genetics, and Psychoneuroendocrinology [J].
Martin, Elizabeth I. ;
Ressler, Kerry J. ;
Binder, Elisabeth ;
Nemeroff, Charles B. .
PSYCHIATRIC CLINICS OF NORTH AMERICA, 2009, 32 (03) :549-+
[38]   Roles of inflammation, neurogenic inflammation, and neuroinflammation in pain [J].
Matsuda, Megumi ;
Huh, Yul ;
Ji, Ru-Rong .
JOURNAL OF ANESTHESIA, 2019, 33 (01) :131-139
[39]   Prescription Opioids in Adolescence and Future Opioid Misuse [J].
Miech, Richard ;
Johnston, Lloyd ;
O'Malley, Patrick M. ;
Keyes, Katherine M. ;
Heard, Kennon .
PEDIATRICS, 2015, 136 (05) :E1169-E1177
[40]   Genome-wide association study identifies candidate loci associated with postoperative fentanyl requirements after laparoscopic-assisted colectomy [J].
Mieda, Tsutomu ;
Nishizawa, Daisuke ;
Nakagawa, Hideyuki ;
Tsujita, Miki ;
Imanishi, Hirokazu ;
Terao, Kazuhisa ;
Yoshikawa, Hiroaki ;
Itoh, Kazushi ;
Amano, Kojiro ;
Tashiro, Jo ;
Ishii, Toshimasa ;
Ariyama, Jun ;
Yamaguchi, Shigeki ;
Kasai, Shinya ;
Hasegawa, Junko ;
Ikeda, Kazutaka ;
Kitamura, Akira ;
Hayashida, Masakazu .
PHARMACOGENOMICS, 2016, 17 (02) :133-145