In the realm of epigenetic regulation, Protein arginine deiminase 2 (PAD2) stands out as a therapeutic target due to its significant role in neurological disorders, rheumatoid arthritis (RA), multiple sclerosis (MS), and various cancers. To date, no in silico studies have focused on PAD2 for lead compound identification. Therefore, we conducted structure-based pharmacophore modeling, virtual screening, molecular docking, molecular dynamics (MD) simulations, and essential dynamics studies using PCA and free energy landscape analyses to identify repurposed drugs and selective inhibitors against PAD2. The best pharmacophore model, 'Pharm_01,' had a selectivity score of 10.485 and an excellent ROC curve quality of 0.972. Pharm1 consisted of three hydrogen bond donors (HBD) and two hydrophobic (Hy) features (DDDHH). A virtual screening of about 9.2 million compounds yielded 2575 hits using a fit value threshold of 2.5 and drug-likeness criteria. Molecular docking identified the top ten molecules, which were verified using MD simulations. Stability was verified using MM-PBSA studies, whereas conformational differences were investigated using PCA and free energy landscape analyses. Two hits (Leads 1 and 2) from the DrugBank dataset showed promise for repurposing as PAD2 inhibitors, while one hit compound (Lead 8) from the ZINC database emerged as a novel PAD2 inhibitor. These findings indicate that the discovered compounds may be potent PAD2 inhibitors, necessitating additional preclinical and clinical research to produce viable treatments for cancer and neurological disorders.
机构:
Shanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Wu, Yunlong
Hu, Junchi
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Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R China
Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Hu, Junchi
Ding, Hong
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Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Ding, Hong
Chen, Limin
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h-index: 0
机构:
Nanchang Univ, Affiliated Hosp 1, Ctr Med Expt, Nanchang 330006, Jiangxi, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Chen, Limin
Zhang, Yuanyuan
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h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Zhang, Yuanyuan
Liu, Rongfeng
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h-index: 0
机构:
Shanghai ChemPartner Co Ltd, Zhangjiang Hi Tech Pk, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Liu, Rongfeng
Xu, Pan
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h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R China
Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Xu, Pan
Du, Daohai
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h-index: 0
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Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Du, Daohai
Lu, Wenchao
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h-index: 0
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Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R China
Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Lu, Wenchao
Liu, Jingqiu
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Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Liu, Jingqiu
Liu, Yan
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Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Liu, Yan
Liu, Yu-Chih
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h-index: 0
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Shanghai ChemPartner Co Ltd, Zhangjiang Hi Tech Pk, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Liu, Yu-Chih
Lu, Junyan
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h-index: 0
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Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Lu, Junyan
Zhang, Jin
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h-index: 0
机构:
Shanghai Jiao Tong Univ, Renji Hosp, Sch Med, Dept Urol, Shanghai 200127, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Zhang, Jin
Yao, Zhiyi
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Shanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Yao, Zhiyi
Luo, Cheng
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Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
机构:
CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Agnihotri, Pragati
Mishra, Arjun K.
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CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Mishra, Arjun K.
Mishra, Shikha
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CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Mishra, Shikha
Sirohi, Vijay Kumar
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h-index: 0
机构:
CSIR Cent Drug Res Inst, Div Endocrinol, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Sirohi, Vijay Kumar
Sahasrabuddhe, Amogh A.
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CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Sahasrabuddhe, Amogh A.
Pratap, J. Venkatesh
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机构:
CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
机构:
Washington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Univ Hlth Sci & Pharm, Dept Pharmaceut & Adm Sci, St Louis, MO 63110 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Hegazy, Lamees
Gill, Lauren E.
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St Louis Univ, Dept Biochem & Mol Biol, Sch Med, St Louis, MO 63104 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Gill, Lauren E.
Pyles, Kelly D.
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h-index: 0
机构:
St Louis Univ, Dept Biochem & Mol Biol, Sch Med, St Louis, MO 63104 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Pyles, Kelly D.
Kaiho, Christopher
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Washington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Kaiho, Christopher
Kchouk, Sophia
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Washington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Kchouk, Sophia
Finck, Brian N.
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机构:
Washington Univ, Dept Med, Sch Med, St Louis, MO 63110 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Finck, Brian N.
McCommis, Kyle S.
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St Louis Univ, Dept Biochem & Mol Biol, Sch Med, St Louis, MO 63104 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
McCommis, Kyle S.
Elgendy, Bahaa
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机构:
Washington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Univ Hlth Sci & Pharm, Dept Pharmaceut & Adm Sci, St Louis, MO 63110 USA
Benha Univ, Fac Sci, Chem Dept, Banha 13518, EgyptWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
机构:
Shanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Wu, Yunlong
Hu, Junchi
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R China
Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Hu, Junchi
Ding, Hong
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Ding, Hong
Chen, Limin
论文数: 0引用数: 0
h-index: 0
机构:
Nanchang Univ, Affiliated Hosp 1, Ctr Med Expt, Nanchang 330006, Jiangxi, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Chen, Limin
Zhang, Yuanyuan
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h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Zhang, Yuanyuan
Liu, Rongfeng
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai ChemPartner Co Ltd, Zhangjiang Hi Tech Pk, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Liu, Rongfeng
Xu, Pan
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R China
Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Xu, Pan
Du, Daohai
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Du, Daohai
Lu, Wenchao
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R China
Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Lu, Wenchao
Liu, Jingqiu
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Liu, Jingqiu
Liu, Yan
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Liu, Yan
Liu, Yu-Chih
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai ChemPartner Co Ltd, Zhangjiang Hi Tech Pk, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Liu, Yu-Chih
Lu, Junyan
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Lu, Junyan
Zhang, Jin
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Renji Hosp, Sch Med, Dept Urol, Shanghai 200127, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Zhang, Jin
Yao, Zhiyi
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
Yao, Zhiyi
Luo, Cheng
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h-index: 0
机构:
Shanghai Inst Mat Med, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Inst Technol, Coll Chem & Environm Engn, Shanghai 210418, Peoples R China
机构:
CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Agnihotri, Pragati
Mishra, Arjun K.
论文数: 0引用数: 0
h-index: 0
机构:
CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Mishra, Arjun K.
Mishra, Shikha
论文数: 0引用数: 0
h-index: 0
机构:
CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Mishra, Shikha
Sirohi, Vijay Kumar
论文数: 0引用数: 0
h-index: 0
机构:
CSIR Cent Drug Res Inst, Div Endocrinol, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Sirohi, Vijay Kumar
Sahasrabuddhe, Amogh A.
论文数: 0引用数: 0
h-index: 0
机构:
CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
Sahasrabuddhe, Amogh A.
Pratap, J. Venkatesh
论文数: 0引用数: 0
h-index: 0
机构:
CSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, IndiaCSIR Cent Drug Res Inst, Mol & Struct Biol Div, Lucknow 226031, Uttar Pradesh, India
机构:
Washington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Univ Hlth Sci & Pharm, Dept Pharmaceut & Adm Sci, St Louis, MO 63110 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Hegazy, Lamees
Gill, Lauren E.
论文数: 0引用数: 0
h-index: 0
机构:
St Louis Univ, Dept Biochem & Mol Biol, Sch Med, St Louis, MO 63104 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Gill, Lauren E.
Pyles, Kelly D.
论文数: 0引用数: 0
h-index: 0
机构:
St Louis Univ, Dept Biochem & Mol Biol, Sch Med, St Louis, MO 63104 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Pyles, Kelly D.
Kaiho, Christopher
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Kaiho, Christopher
Kchouk, Sophia
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Kchouk, Sophia
Finck, Brian N.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Dept Med, Sch Med, St Louis, MO 63110 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Finck, Brian N.
McCommis, Kyle S.
论文数: 0引用数: 0
h-index: 0
机构:
St Louis Univ, Dept Biochem & Mol Biol, Sch Med, St Louis, MO 63104 USAWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
McCommis, Kyle S.
Elgendy, Bahaa
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA
Univ Hlth Sci & Pharm, Dept Pharmaceut & Adm Sci, St Louis, MO 63110 USA
Benha Univ, Fac Sci, Chem Dept, Banha 13518, EgyptWashington Univ, Univ Hlth Sci & Pharm, Ctr Clin Pharmacol, Sch Med, St Louis, MO 63110 USA