Drug-Induced Rhabdomyolysis: From Systems Pharmacology Analysis to Biochemical Flux

被引:22
作者
Hur, Junguk [1 ,2 ]
Liu, Zhichao [3 ,4 ]
Tong, Weida [3 ,4 ]
Laaksonen, Reijo [5 ]
Bai, Jane P. F. [2 ]
机构
[1] Univ Michigan, Dept Neurol, Ann Arbor, MI 48109 USA
[2] US FDA, Off Clin Pharmacol, Ctr Drug Evaluat & Res, Silver Spring, MD 20993 USA
[3] US FDA, Div Bioinformat, Natl Ctr Toxicol Res, Jefferson, AR 72079 USA
[4] US FDA, Div Biostat, Natl Ctr Toxicol Res, Jefferson, AR 72079 USA
[5] Univ Tampere, Sch Med, Tampere 33520, Finland
关键词
STATIN-INDUCED MYOPATHY; GENETIC RISK; MUSCLE; SIMVASTATIN; MITOCHONDRIAL; DISEASE; ASSOCIATION; DISCOVERY; VARIANTS; GENOTYPE;
D O I
10.1021/tx400409c
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
The goal of this study was to integrate systems pharmacology and biochemical flux to delineate drug-induced rhabdomyolysis by leveraging prior knowledge and publicly accessible data. A list of 211 rhabdomyolysis-inducing drugs (RIDs) was compiled and curated from multiple sources. Extended pharmacological network analysis revealed that the intermediators directly interacting with the pharmacological targets of RIDs were significantly enriched with functions such as regulation of cell cycle, apoptosis, and ubiquitin-mediated proteolysis. A total of 78 intermediators were shown to be significantly connected to at least five RIDs, including estrogen receptor 1 (ESR1), synuclein gamma (SNCG), and janus kinase 2 (JAK2). Transcriptomic analysis of RIDs profiled in Connectivity Map on the global scale revealed that multiple pathways are perturbed by RIDs, including ErbB signaling and lipid metabolism pathways, and that carnitine palmitoyl transferase 2 (CPT2) was in the top 1 percent of the most differentially perturbed genes. CPT2 was downregulated by nine drugs that perturbed the genes significantly enriched in oxidative phosphorylation and energy-metabolism pathways. With statins as the use case, biochemical pathway analysis on the local scale implicated a role for CPT2 in statin-induced perturbation of energy homeostasis, which is in agreement with reports of statin CPT2 interaction. Considering the complexity of human biology, an integrative multiple-approach analysis composed of a biochemical flux network, pharmacological on- and off-target networks, and transcriptomic signature is important for understanding drug safety and for providing insight into clinical gene drug interactions.
引用
收藏
页码:421 / 432
页数:12
相关论文
共 39 条
[1]   Genotype-phenotype correlations in a large series of patients with muscle type CPT II deficiency [J].
Anichini, Angelica ;
Fanin, Marina ;
Vianey-Saban, Christine ;
Cassandrini, Denise ;
Fiorillo, Chiara ;
Bruno, Claudio ;
Angelini, Corrado .
NEUROLOGICAL RESEARCH, 2011, 33 (01) :24-32
[2]   Transcriptome analysis of muscle in horses suffering from recurrent exertional rhabdomyolysis revealed energetic pathway alterations and disruption in the cytosolic calcium regulation [J].
Barrey, E. ;
Jayr, L. ;
Mucher, E. ;
Gospodnetic, S. ;
Joly, F. ;
Benech, P. ;
Alibert, O. ;
Gidrol, X. ;
Mata, X. ;
Vaiman, A. ;
Guerin, G. .
ANIMAL GENETICS, 2012, 43 (03) :271-281
[3]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[4]   Biochemical functions of coenzyme Q10 [J].
Crane, FL .
JOURNAL OF THE AMERICAN COLLEGE OF NUTRITION, 2001, 20 (06) :591-598
[5]   Blockade of the erbB2 Receptor Induces Cardiomyocyte Death through Mitochondrial and Reactive Oxygen Species-dependent Pathways [J].
Gordon, Leo I. ;
Burke, Michael A. ;
Singh, Amareshwar T. K. ;
Prachand, Sheila ;
Lieberman, Elliot D. ;
Sun, Lin ;
Naik, Tejaswitha Jairaj ;
Prasad, Sathyamangla V. Naga ;
Ardehali, Hossein .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2009, 284 (04) :2080-2087
[6]   Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources [J].
Huang, Da Wei ;
Sherman, Brad T. ;
Lempicki, Richard A. .
NATURE PROTOCOLS, 2009, 4 (01) :44-57
[7]   Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists [J].
Huang, Da Wei ;
Sherman, Brad T. ;
Lempicki, Richard A. .
NUCLEIC ACIDS RESEARCH, 2009, 37 (01) :1-13
[8]   Discovery of drug mode of action and drug repositioning from transcriptional responses [J].
Iorio, Francesco ;
Bosotti, Roberta ;
Scacheri, Emanuela ;
Belcastro, Vincenzo ;
Mithbaokar, Pratibha ;
Ferriero, Rosa ;
Murino, Loredana ;
Tagliaferri, Roberto ;
Brunetti-Pierri, Nicola ;
Isacchi, Antonella ;
di Bernardo, Diego .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (33) :14621-14626
[9]   Identification of 16 new disease-causing mutations in the CPT2 gene resulting in carnitine palmitoyltransferase II deficiency [J].
Isackson, Paul J. ;
Bennett, Michael J. ;
Vladutiu, Georgirene D. .
MOLECULAR GENETICS AND METABOLISM, 2006, 89 (04) :323-331
[10]   ASSOCIATION OF COMMON VARIANTS IN THE HUMAN EYES SHUT ORTHOLOG (EYS) WITH STATIN-INDUCED MYOPATHY: EVIDENCE FOR ADDITIONAL FUNCTIONS OF EYS [J].
Isackson, Paul J. ;
Ochs-Balcom, Heather M. ;
Ma, Changxing ;
Harley, John B. ;
Peltier, Wendy ;
Tarnopolsky, Mark ;
Sripathi, Naganand ;
Wortmann, Robert L. ;
Simmons, Zachary ;
Wilson, Jon D. ;
Smith, Stephen A. ;
Barboi, Alexandru ;
Fine, Edward ;
Baer, Alan ;
Baker, Steven ;
Kaufman, Kenneth ;
Cobb, Beth ;
Kilpatrick, Jeffrey R. ;
Vladutiu, Georgirene D. .
MUSCLE & NERVE, 2011, 44 (04) :531-538