The H1N1 influenza pandemic of 2009 has claimed over 18,000 lives. During this pandemic, development of drug resistance further complicated efforts to control and treat the widespread illness. This research utilizes traditional Chinese medicine Database@Taiwan (TCM Database@Taiwan) to screen for compounds that simultaneously target H1 and N1 to overcome current difficulties with virus mutations. The top three candidates were de novo derivatives of xylopine and rosmaricine. Bioactivity of the de novo derivatives against N1 were validated by multiple machine learning prediction models. Ability of the de novo compounds to maintain CoMFA/CoMSIA contour and form key interactions implied bioactivity within H1 as well. Addition of a pyridinium fragment was critical to form stable interactions in H1 and N1 as supported by molecular dynamics (MD) simulation. Results from MD, hydrophobic interactions, and torsion angles are consistent and support the findings of docking. Multiple anchors and lack of binding to residues prone to mutation suggest that the TCM de novo derivatives may be resistant to drug resistance and are advantageous over conventional H1N1 treatments such as oseltamivir. These results suggest that the TCM de novo derivatives may be suitable candidates of dual-targeting drugs for influenza.
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[Anonymous], 2009, Wkly Epidemiol Rec, V84, P453
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[Anonymous], PLOS CURR, DOI DOI 10.1371/CURRENTS.RRN1253
机构:
Northwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Balannik, Victoria
;
Wang, Jun
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h-index: 0
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Univ Penn, Sch Med, Dept Chem, Philadelphia, PA 19104 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Wang, Jun
;
Ohigashi, Yuki
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h-index: 0
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Northwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Ohigashi, Yuki
;
Jing, Xianghong
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h-index: 0
机构:
Northwestern Univ, Dept Biochem Mol Biol & Cell Biol, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Jing, Xianghong
;
Magavern, Emma
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Univ Penn, Sch Med, Dept Chem, Philadelphia, PA 19104 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Magavern, Emma
;
Lamb, Robert A.
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机构:
Northwestern Univ, Dept Biochem Mol Biol & Cell Biol, Evanston, IL 60208 USA
Northwestern Univ, Howard Hughes Med Inst, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Lamb, Robert A.
;
DeGrado, William F.
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h-index: 0
机构:
Univ Penn, Sch Med, Dept Chem, Philadelphia, PA 19104 USA
Univ Penn, Sch Med, Dept Biochem & Biophys, Philadelphia, PA 19104 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
DeGrado, William F.
;
Pinto, Lawrence H.
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h-index: 0
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Northwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Baranovich, Tatiana
;
Saito, Reiko
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Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Saito, Reiko
;
Suzuki, Yasushi
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Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Suzuki, Yasushi
;
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Zaraket, Hassan
;
Dapat, Clyde
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Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Dapat, Clyde
;
Caperig-Dapat, Isolde
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h-index: 0
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Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Caperig-Dapat, Isolde
;
Oguma, Taeko
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Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Oguma, Taeko
;
Shabana, Iman Ibrahim
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Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Shabana, Iman Ibrahim
;
Saito, Takehiko
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h-index: 0
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Natl Agr & Food Res Org, Natl Inst Anim Hlth, Tsukuba, Ibaraki, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
机构:
Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
Bocchinfuso, Gianfranco
;
Bobone, Sara
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Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
Bobone, Sara
;
Mazzuca, Claudia
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Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
Mazzuca, Claudia
;
Palleschi, Antonio
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Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
IRCCS Neuromed, Pozzilli, IS, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
Palleschi, Antonio
;
Stella, Lorenzo
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机构:
Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
IRCCS Neuromed, Pozzilli, IS, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
机构:
Northwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Balannik, Victoria
;
Wang, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Sch Med, Dept Chem, Philadelphia, PA 19104 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Wang, Jun
;
Ohigashi, Yuki
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Ohigashi, Yuki
;
Jing, Xianghong
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Biochem Mol Biol & Cell Biol, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Jing, Xianghong
;
Magavern, Emma
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Sch Med, Dept Chem, Philadelphia, PA 19104 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Magavern, Emma
;
Lamb, Robert A.
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Biochem Mol Biol & Cell Biol, Evanston, IL 60208 USA
Northwestern Univ, Howard Hughes Med Inst, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
Lamb, Robert A.
;
DeGrado, William F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Sch Med, Dept Chem, Philadelphia, PA 19104 USA
Univ Penn, Sch Med, Dept Biochem & Biophys, Philadelphia, PA 19104 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
DeGrado, William F.
;
Pinto, Lawrence H.
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USANorthwestern Univ, Dept Neurobiol & Physiol, Evanston, IL 60208 USA
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Baranovich, Tatiana
;
Saito, Reiko
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Saito, Reiko
;
Suzuki, Yasushi
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h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Suzuki, Yasushi
;
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Zaraket, Hassan
;
Dapat, Clyde
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h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Dapat, Clyde
;
Caperig-Dapat, Isolde
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Caperig-Dapat, Isolde
;
Oguma, Taeko
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Oguma, Taeko
;
Shabana, Iman Ibrahim
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
Shabana, Iman Ibrahim
;
Saito, Takehiko
论文数: 0引用数: 0
h-index: 0
机构:
Natl Agr & Food Res Org, Natl Inst Anim Hlth, Tsukuba, Ibaraki, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Infect Dis Control & Int Med, Div Publ Hlth,Chuo Ku, Niigata 9518510, Japan
机构:
Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
Bocchinfuso, Gianfranco
;
Bobone, Sara
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
Bobone, Sara
;
Mazzuca, Claudia
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
Mazzuca, Claudia
;
Palleschi, Antonio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
IRCCS Neuromed, Pozzilli, IS, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
Palleschi, Antonio
;
Stella, Lorenzo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy
IRCCS Neuromed, Pozzilli, IS, ItalyUniv Roma Tor Vergata, Dipartimento Sci & Tecnol Chim, I-00133 Rome, Italy