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Ahn SH, Kim JH. Factor-specific generative pattern from large-scale drug-induced gene expression profile. Sci Rep 2023; 13:6339. [PMID: 37072452 PMCID: PMC10113368 DOI: 10.1038/s41598-023-33061-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 04/06/2023] [Indexed: 05/03/2023] Open
Abstract
Drug discovery is a complex and interdisciplinary field that requires the identification of potential drug targets for specific diseases. In this study, we present FacPat, a novel approach that identifies the optimal factor-specific pattern explaining the drug-induced gene expression profile. FacPat uses a genetic algorithm based on pattern distance to mine the optimal factor-specific pattern for each gene in the LINCS L1000 dataset. We applied Benjamini-Hochberg correction to control the false discovery rate and identified significant and interpretable factor-specific patterns consisting of 480 genes, 7 chemical compounds, and 38 human cell lines. Using our approach, we identified genes that show context-specific effects related to chemical compounds and/or human cell lines. Furthermore, we performed functional enrichment analysis to characterize biological features. We demonstrate that FacPat can be used to reveal novel relationships among drugs, diseases, and genes.
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Affiliation(s)
- Se Hwan Ahn
- Department of Biomedical Sciences, Seoul National University Biomedical Informatics (SNUBI), Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Ju Han Kim
- Department of Biomedical Sciences, Seoul National University Biomedical Informatics (SNUBI), Seoul National University College of Medicine, Seoul, Republic of Korea.
- Division of Biomedical Informatics, Seoul National University Biomedical Informatics (SNUBI), Seoul National University College of Medicine, Seoul, Republic of Korea.
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Cheng HH, Liang WZ, Liao WC, Kuo CC, Hao LJ, Chou CT, Jan CR. Investigation of effect of tectorigenin (O-methylated isoflavone) on Ca 2+ signal transduction and cytotoxic responses in canine renal tubular cells. CHINESE J PHYSIOL 2020; 63:60-67. [PMID: 32341231 DOI: 10.4103/cjp.cjp_14_20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
Tectorigenin, a traditional Chinese medicine, is isolated from the flower of plants such as Pueraria thomsonii Benth. It is an O-methylated isoflavone, a type of flavonoid. Previous studies have shown that tectorigenin evoked various physiological responses in different models, but the effect of tectorigenin on cytosolic-free Ca2+ levels ([Ca2+]i) and cytotoxicity in renal tubular cells is unknown. Our research explored if tectorigenin changed Ca2+ signal transduction and viability in Madin-Darby Canine Kidney (MDCK) renal tubular cells. [Ca2+]iin suspended cells were measured by applying the fluorescent Ca2+-sensitive probe fura-2. Viability was explored by using water-soluble tetrazolium-1 as a fluorescent dye. Tectorigenin at concentrations of 5-50 μM induced [Ca2+]irises. Ca2+ removal reduced the signal by approximately 20%. Tectorigenin (50 μM) induced Mn2+ influx suggesting of Ca2+ entry. Tectorigenin-induced Ca2+ entry was inhibited by 10% by three inhibitors of store-operated Ca2+ channels, namely, nifedipine, econazole, and SKF96365. In Ca2+-free medium, treatment with the endoplasmic reticulum Ca2+ pump inhibitor thapsigargin inhibited 83% of tectorigenin-evoked [Ca2+]irises. Conversely, treatment with tectorigenin abolished thapsigargin-evoked [Ca2+]irises. Inhibition of phospholipase C with U73122 inhibited 50% of tectorigenin-induced [Ca2+]irises. Tectorigenin at concentrations between 10 and 60 μM killed cells in a concentration-dependent fashion. Chelation of cytosolic Ca2+ with 1,2-bis (2-aminophenoxy)ethane-N, N, N', N'-tetraacetic acid/acetoxy methyl did not reverse tectorigenin's cytotoxicity. Our data suggest that, in MDCK cells, tectorigenin evoked [Ca2+]irises and induced cell death that was not associated with [Ca2+]irises. Therefore, tectorigenin may be a Ca2+-independent cytotoxic agent for kidney cells.
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Affiliation(s)
- He-Hsiung Cheng
- Department of Medicine, Chang Bing Show Chwan Memorial Hospital, Changhua County, Taiwan
| | - Wei-Zhe Liang
- Department of Medical Education and Research, Kaohsiung Veterans General Hospital, Kaohsiung; Department of Pharmacy, Tajen University, Pingtung, Taiwan
| | - Wei-Chuan Liao
- Department of Surgery, Kaohsiung Veterans General Hospital; Department of Physical Therapy, Shu-Zen Junior College of Medicine and Management, Kaohsiung, Taiwan
| | - Chun-Chi Kuo
- Department of Nursing, Tzu Hui Institute of Technology, Pingtung, Taiwan
| | - Lyh-Jyh Hao
- Department of Endocrinology and Metabolism, Kaohsiung Veterans General Hospital Tainan Branch; Chung Hwa University of Medical Technology, Tainan, Taiwan
| | - Chiang-Ting Chou
- Department of Nursing, Division of Basic Medical Sciences, Chang Gung University of Science and Technology, Chiayi Campus; Division of Pulmonary and Critical Care Medicine, Chang Gung Memorial Hospital Chiayi Branch, Puzi City, Chiayi County, Taiwan
| | - Chung-Ren Jan
- Department of Medical Education and Research, Kaohsiung Veterans General Hospital, Kaohsiung, Taiwan
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Vuokila N, Lukasiuk K, Bot AM, van Vliet EA, Aronica E, Pitkänen A, Puhakka N. miR-124-3p is a chronic regulator of gene expression after brain injury. Cell Mol Life Sci 2018; 75:4557-4581. [PMID: 30155647 PMCID: PMC11105702 DOI: 10.1007/s00018-018-2911-z] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2018] [Revised: 08/02/2018] [Accepted: 08/22/2018] [Indexed: 02/06/2023]
Abstract
Traumatic brain injury (TBI) initiates molecular and cellular pathologies that underlie post-injury morbidities, including hippocampus-related memory decline and epileptogenesis. Non-coding small RNAs are master regulators of gene expression with the potential to affect multiple molecular pathways. To evaluate whether hippocampal gene expression networks are chronically regulated by microRNAs after TBI, we sampled the dentate gyrus of rats with severe TBI induced by lateral fluid-percussion injury 3 months earlier. Ingenuity pathway analysis revealed 30 upregulated miR-124-3p targets, suggesting that miR-124-3p is downregulated post-TBI (z-score = - 5.146, p < 0.05). Droplet digital polymerase chain reaction (ddPCR) and in situ hybridization confirmed the chronic downregulation of miR-124-3p (p < 0.05). Quantitative PCR analysis of two targets, Plp2 and Stat3, indicated that their upregulation correlated with the miR-124-3p downregulation (r = - 0.647, p < 0.05; r = - 0.629, p < 0.05, respectively). Immunohistochemical staining of STAT3 confirmed the increased protein expression. STRING analysis showed that 9 of the 30 miR-124-3p targets belonged to a STAT3 network. Reactome analysis and data mining connected the targets especially to inflammation and signal transduction. L1000CDS2 software revealed drugs (e.g., importazole, trichostatin A, and IKK-16) that could reverse the observed molecular changes. The translational value of our data was emphasized by in situ hybridization showing chronic post-traumatic downregulation of miR-124-3p in the dentate gyrus of TBI patients. Analysis of another brain injury model, status epilepticus, highlighted the fact that chronic downregulation of miR-124 is a common phenomenon after brain injury. Together, our findings indicate that miR-124-3p is a chronic modulator of molecular networks relevant to post-injury hippocampal pathologies in experimental models and in humans.
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Affiliation(s)
- Niina Vuokila
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, PO Box 1627, 70211, Kuopio, Finland
| | - Katarzyna Lukasiuk
- The Nencki Institute of Experimental Biology, Polish Academy of Sciences, 3 Pasteur Str, 02-093, Warsaw, Poland
| | - Anna Maria Bot
- The Nencki Institute of Experimental Biology, Polish Academy of Sciences, 3 Pasteur Str, 02-093, Warsaw, Poland
| | - Erwin A van Vliet
- Department of (Neuro)pathology, Academic Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
| | - Eleonora Aronica
- Department of (Neuro)pathology, Academic Medical Center, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands
- Stichting Epilepsie Instellingen Nederland (SEIN), Amsterdam, The Netherlands
| | - Asla Pitkänen
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, PO Box 1627, 70211, Kuopio, Finland.
| | - Noora Puhakka
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, PO Box 1627, 70211, Kuopio, Finland.
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Abstract
Despite a more recent isolation and chemical characterization when compared to phorbol, along with its chemical instability, limited distribution in Nature, and scarce availability, ingenol is the only Euphorbia diterpenoid that has undergone successful pharmaceutical development, with ingenol 3-angelate (ingenol mebutate, Picato(®)) entering the pharmaceutical market in 2012 for the treatment of actinic keratosis. The phytochemical, chemical, and biological literature on members of the ingenane class of diterpenoids is reviewed from their first isolation in 1968 through 2015, highlighting unresolved issues both common to phorboids (biogenesis, relationship between molecular targets, and in vivo activity) and specific to ingenol derivatives (two-dimensional representation, in-out stereoisomerism, versatility of binding mode to PKC, and inconsistencies in the structural elucidation of some classes of derivatives). The biogenesis of ingenol is discussed in the light of the Jakupovic proposal of a dissection between the formation of the macrocyclic Euphorbia diterpenoids and the phorboids, and the clinical development of ingenol mebutate is chronicled in the light of its "reverse-pharmacology" focus.
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Affiliation(s)
- Giovanni Appendino
- Dipartimento di Scienze del Farmaco, Largo Donegani 2, 28100, Novara, Italy.
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Oh JG, Chin YW, Kim SJ, Choi JM, Kim SK, Kang HE, Heo TH. Biphasic Effects of Ingenol 3,20-Dibenzoate on the Erythropoietin Receptor: Synergism at Low Doses and Antagonism at High Doses. Mol Pharmacol 2015; 88:392-400. [PMID: 26048958 DOI: 10.1124/mol.114.097436] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2014] [Accepted: 06/05/2015] [Indexed: 11/22/2022] Open
Abstract
Although ingenol 3,20-dibenzoate (IDB) is known as a selective novel protein kinase C (PKC) agonist, its biologic actions and underlying mechanisms remain incompletely understood. In this study, we identified IDB as a proliferative agent for an erythropoietin (EPO)-dependent cell line, UT-7/EPO, through the screening of a natural compound library. To clarify the underlying mechanism of IDB's EPO-like activities, we thoroughly analyzed the mutual relation between EPO and IDB in terms of in vitro and in vivo activities, signaling molecules, and a cellular receptor. IDB substantially induced the proliferation of UT-7/EPO cells, but not as much as EPO. IDB also lessened the anemia induced by 5-fluorouracil in an in vivo mouse model. Interestingly, IDB showed a synergistic effect on EPO at low concentration, but an antagonistic effect at higher concentration. Physical interaction and activation of PKCs by IDB- and EPO-competitive binding of IDB to EPO receptor (EPOR) explain these synergistic and antagonistic activities, respectively. Importantly, we addressed IDB's mechanism of action by demonstrating the direct binding of IDB to PKCs, and by identifying EPOR as a novel molecular target of IDB. Based on these dual targeting properties, IDB holds promise as a new small molecule modulator of EPO-related pathologic conditions.
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Affiliation(s)
- Jin-Gyo Oh
- Laboratory of Pharmacoimmunology, Integrated Research Institute of Pharmaceutical Sciences, College of Pharmacy, Catholic University of Korea, Bucheon, Republic of Korea (J.-G.O., H.E.K., T.-H.H.); College of Pharmacy, Dongguk University-Seoul, Seoul, Republic of Korea (Y.-W.C.); Department of Biotechnology, Hoseo University, Baebang, Asan, Chungnam, Republic of Korea (S.-J.K.); and College of Pharmacy, Chungnam National University, Daejeon, Republic of Korea (J.M.C., S.K.K.)
| | - Young-Won Chin
- Laboratory of Pharmacoimmunology, Integrated Research Institute of Pharmaceutical Sciences, College of Pharmacy, Catholic University of Korea, Bucheon, Republic of Korea (J.-G.O., H.E.K., T.-H.H.); College of Pharmacy, Dongguk University-Seoul, Seoul, Republic of Korea (Y.-W.C.); Department of Biotechnology, Hoseo University, Baebang, Asan, Chungnam, Republic of Korea (S.-J.K.); and College of Pharmacy, Chungnam National University, Daejeon, Republic of Korea (J.M.C., S.K.K.)
| | - Sung-Jo Kim
- Laboratory of Pharmacoimmunology, Integrated Research Institute of Pharmaceutical Sciences, College of Pharmacy, Catholic University of Korea, Bucheon, Republic of Korea (J.-G.O., H.E.K., T.-H.H.); College of Pharmacy, Dongguk University-Seoul, Seoul, Republic of Korea (Y.-W.C.); Department of Biotechnology, Hoseo University, Baebang, Asan, Chungnam, Republic of Korea (S.-J.K.); and College of Pharmacy, Chungnam National University, Daejeon, Republic of Korea (J.M.C., S.K.K.)
| | - Jong Min Choi
- Laboratory of Pharmacoimmunology, Integrated Research Institute of Pharmaceutical Sciences, College of Pharmacy, Catholic University of Korea, Bucheon, Republic of Korea (J.-G.O., H.E.K., T.-H.H.); College of Pharmacy, Dongguk University-Seoul, Seoul, Republic of Korea (Y.-W.C.); Department of Biotechnology, Hoseo University, Baebang, Asan, Chungnam, Republic of Korea (S.-J.K.); and College of Pharmacy, Chungnam National University, Daejeon, Republic of Korea (J.M.C., S.K.K.)
| | - Sang Kyum Kim
- Laboratory of Pharmacoimmunology, Integrated Research Institute of Pharmaceutical Sciences, College of Pharmacy, Catholic University of Korea, Bucheon, Republic of Korea (J.-G.O., H.E.K., T.-H.H.); College of Pharmacy, Dongguk University-Seoul, Seoul, Republic of Korea (Y.-W.C.); Department of Biotechnology, Hoseo University, Baebang, Asan, Chungnam, Republic of Korea (S.-J.K.); and College of Pharmacy, Chungnam National University, Daejeon, Republic of Korea (J.M.C., S.K.K.)
| | - Hee Eun Kang
- Laboratory of Pharmacoimmunology, Integrated Research Institute of Pharmaceutical Sciences, College of Pharmacy, Catholic University of Korea, Bucheon, Republic of Korea (J.-G.O., H.E.K., T.-H.H.); College of Pharmacy, Dongguk University-Seoul, Seoul, Republic of Korea (Y.-W.C.); Department of Biotechnology, Hoseo University, Baebang, Asan, Chungnam, Republic of Korea (S.-J.K.); and College of Pharmacy, Chungnam National University, Daejeon, Republic of Korea (J.M.C., S.K.K.)
| | - Tae-Hwe Heo
- Laboratory of Pharmacoimmunology, Integrated Research Institute of Pharmaceutical Sciences, College of Pharmacy, Catholic University of Korea, Bucheon, Republic of Korea (J.-G.O., H.E.K., T.-H.H.); College of Pharmacy, Dongguk University-Seoul, Seoul, Republic of Korea (Y.-W.C.); Department of Biotechnology, Hoseo University, Baebang, Asan, Chungnam, Republic of Korea (S.-J.K.); and College of Pharmacy, Chungnam National University, Daejeon, Republic of Korea (J.M.C., S.K.K.)
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