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Development of novel free energy change prediction method independent of entropy change

Research Project

Project/Area Number 18K06615
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 47020:Pharmaceutical analytical chemistry and physicochemistry-related
Research InstitutionKindai University

Principal Investigator

Kawashita Norihito  近畿大学, 理工学部, 准教授 (00423111)

Project Period (FY) 2018-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2020: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2019: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2018: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords分子設計 / エントロピー / 自由エネルギー / フラグメント分子軌道法 / ドッキングシミュレーション / 機械学習 / 活性予測 / 蛋白質間相互作用 / 分子動力学計算 / 相互作用 / 相互作用エネルギー / 阻害剤 / エンタルピー / HIV
Outline of Final Research Achievements

The development of drugs requires an enormous amount of cost and time, and there is a strong need to improve the efficiency of drug development. In this study, we devised a computer-based method for predicting the free energy change of a compound (one of the indicators of how strongly it interacts with its target) and verified its applicability in order to improve its efficiency. In this study, HIV protease and other complexes were examined. First, we compared the calculated values obtained by computer with known experimental varues to examine the applicability of this prediction method. The results showed the applicability of the method by classifying compounds according to appropriate criteria. Next, we constructed a prediction equation from the calculation results, and were able to predict the free energy change within a reasonable error range.

Academic Significance and Societal Importance of the Research Achievements

化合物がどの程度強く薬の標的と相互作用するかの指標の1つである自由エネルギー変化の予測は非常に困難であることがわかっている。本手法は、これまでの手法とは異なり、計算が困難な情報を計算することなく自由エネルギー変化を予測できることが特徴である。さらなる利点として、一度良い予測式が得られれば、大幅な実験データの増加が得られない限り、同じ系においてはこれを引き続き使用して予測できることにある。それゆえ、本法は非常に強力な阻害剤探索ツールとなる可能性を秘めている。

Report

(6 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (42 results)

All 2022 2021 2020 2019 2018 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 2 results) Presentation (32 results) (of which Int'l Joint Research: 6 results) Book (1 results) Remarks (6 results)

  • [Journal Article] Protein-ligand binding affinity prediction of cyclin‐dependent kinase‐2 inhibitors by dynamically averaged fragment molecular orbital‐based interaction energy2022

    • Author(s)
      Takaba Kenichiro、Watanabe Chiduru、Tokuhisa Atsushi、Akinaga Yoshinobu、Ma Biao、Kanada Ryo、Araki Mitsugu、Okuno Yasushi、Kawashima Yusuke、Moriwaki Hirotomo、Kawashita Norihito、Honma Teruki、Fukuzawa Kaori、Tanaka Shigenori
    • Journal Title

      Journal of Computational Chemistry

      Volume: 43 Issue: 20 Pages: 1362-1371

    • DOI

      10.1002/jcc.26940

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Intermolecular Interaction Analyses on SARS-CoV-2 Spike Protein Receptor Binding Domain and Human Angiotensin-Converting Enzyme 2 Receptor-Blocking Antibody/Peptide Using Fragment Molecular Orbital Calculation2021

    • Author(s)
      Kazuki Watanabe, Chiduru Watanabe, Teruki Honma, Yu-Shi Tian, Yusuke Kawashima, Norihito Kawashita, Tatsuya Takagi, Kaori Fukuzawa
    • Journal Title

      J. Phys. Chem. Lett.

      Volume: 12 Issue: 16 Pages: 4059-4066

    • DOI

      10.1021/acs.jpclett.1c00663

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] FMODB: The World’s First Database of Quantum Mechanical Calculations for Biomacromolecules Based on the Fragment Molecular Orbital Method2021

    • Author(s)
      Daisuke Takaya, Chiduru Watanabe, Shunpei Nagase, Kikuko Kamisaka, Yoshio Okiyama, Hirotomo Moriwaki, Hitomi Yuki, Tomohiro Sato, Noriyuki Kurita, Yoichiro Yagi, Tatsuya Takagi, Norihito Kawashita, Kenichiro Takaba, Tomonaga Ozawa, Midori Takimoto-Kamimura, Shigenori Tanaka, Kaori Fukuzawa, and Teruki Honma
    • Journal Title

      J. Chem. Inf. Model.

      Volume: 61 Issue: 2 Pages: 777-794

    • DOI

      10.1021/acs.jcim.0c01062

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Analysis of interaction energies for SMAD4 variants by computational science2022

    • Author(s)
      Kazuma Harada, Ai Itagaki, Norihito Kawashita
    • Organizer
      CBI学会2022大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Interaction analysis of 14-3-3 and p53 using fragment molecular orbital method2022

    • Author(s)
      Tatsunori Miyajima, Midori Takimoto-Kamimura, Norihito Kawashita
    • Organizer
      CBI学会2022大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] Comparison of conformer models in PDB structure using Fragment Molecular Orbital Method2022

    • Author(s)
      Yuuki Okayama, Norihito Kawashita
    • Organizer
      CBI学会2022大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] フラグメント分子軌道法を用いたIL-6と抗体間の相互作用2022

    • Author(s)
      伊丹すず、川下理日人
    • Organizer
      第 50 回構造活性相関シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] フラグメント分子軌道法を用いたBACE1と阻害剤の相互作用解析2022

    • Author(s)
      岡山友樹、川下理日人
    • Organizer
      第 50 回構造活性相関シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] 計算科学によるSMAD4バリアントに対する相互作用エネルギーの解析2022

    • Author(s)
      原田一真、板垣あい、川下理日人
    • Organizer
      第 50 回構造活性相関シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] 機械学習を用いたp38MAPキナーゼの阻害活性予測2022

    • Author(s)
      瀬川颯、川下理日人
    • Organizer
      第 50 回構造活性相関シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] フラグメント分子軌道法を用いた安定化剤導入時の14-3-3とパートナータンパク 質の相互作用解析2022

    • Author(s)
      宮嶋起徳、上村みどり、川下理日人
    • Organizer
      第 50 回構造活性相関シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] Interaction analysis of AKR1C3-inhibitor complexes using fragment molecular orbital method and molecular dynamics simulation2021

    • Author(s)
      Hikari Yoshimoto, Norihito Kawashita
    • Organizer
      CBI学会 2021大会
    • Related Report
      2021 Research-status Report
  • [Presentation] フラグメント分子軌道法および   分子動力学シミュレーションによる AKR1B10複合体の相互作用解析2021

    • Author(s)
      吉本耀、川下理日人
    • Organizer
      第49回構造活性相関シンポジウム
    • Related Report
      2021 Research-status Report
  • [Presentation] フラグメント分子軌道法を用いた SARS-CoV Mproと阻害剤の相互作用解析2021

    • Author(s)
      西條航、川下理日人
    • Organizer
      第49回構造活性相関シンポジウム
    • Related Report
      2021 Research-status Report
  • [Presentation] フラグメント分子軌道法を用いた SARS-CoV-2と抗体の相互作用解析2021

    • Author(s)
      相坂奈々美、川下理日人
    • Organizer
      第49回構造活性相関シンポジウム
    • Related Report
      2021 Research-status Report
  • [Presentation] フラグメント分子軌道法を用いた Menin-阻害剤の相互作用解析2021

    • Author(s)
      時松和佳菜、川下理日人
    • Organizer
      第49回構造活性相関シンポジウム
    • Related Report
      2021 Research-status Report
  • [Presentation] Interaction Analysis between HIV gp120 and the Antibodies by Fragment Molecular Orbital Method2021

    • Author(s)
      Yuki Okayama, Atsushi Matsuura, Norihito Kawashita
    • Organizer
      Pacifichem2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Interation Analysis between Hel and HyHel10 by fragment molecular orbital method2021

    • Author(s)
      Tatsunori Miyajima, Norihito Kawashita
    • Organizer
      Pacifichem2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Interaction analysis of Ebola Virus VP35 with inhibitors using Fragment Molecular Orbital Method2021

    • Author(s)
      Kazuma Harada, Norihito Kawashita
    • Organizer
      Pacifichem2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Interaction analysis of AKR1B10-inhibitor complexes using fragment molecular orbital method2021

    • Author(s)
      Hikari Yoshimoto, Norihito Kawashita
    • Organizer
      Pacifichem2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Correlation analysis of FimH complex calculation by FMO calculation and experimental results2021

    • Author(s)
      Norihito Kawashita, Yu-Shi Tian, Tatsuya Takagi
    • Organizer
      Pacifichem2021
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] 14-3-3と阻害剤の相互作用解析2020

    • Author(s)
      富士寛文、川下理日人
    • Organizer
      第48回構造活性相関シンポジウム
    • Related Report
      2020 Research-status Report
  • [Presentation] フラグメント分子軌道法によるAKR1B10複合体の相互作用解析2020

    • Author(s)
      吉本耀、川下理日人
    • Organizer
      第48回構造活性相関シンポジウム
    • Related Report
      2020 Research-status Report
  • [Presentation] フラグメント分子軌道法によるエボラウイルスVP35と阻害剤との相互作用解析2020

    • Author(s)
      原田一真、川下理日人
    • Organizer
      第48回構造活性相関シンポジウム
    • Related Report
      2020 Research-status Report
  • [Presentation] フラグメント分子軌道法によるXIAPと阻害剤の相互作用解析2020

    • Author(s)
      室谷百香、川下理日人
    • Organizer
      第48回構造活性相関シンポジウム
    • Related Report
      2020 Research-status Report
  • [Presentation] PLS回帰を用いたHIV-1 gp120と抗体17bの相互作用解析2020

    • Author(s)
      岡山友樹、川下理日人
    • Organizer
      第48回構造活性相関シンポジウム
    • Related Report
      2020 Research-status Report
  • [Presentation] フラグメント分子軌道法を用いたHEL/HyHEL-10相互作用解析2020

    • Author(s)
      宮嶋起徳、川下理日人
    • Organizer
      第48回構造活性相関シンポジウム
    • Related Report
      2020 Research-status Report
  • [Presentation] MO計算を用いたSARS-CoV-2のRBD-中和抗体間の相互作用解析2020

    • Author(s)
      渡邉一樹、川嶋裕介、福澤薫、渡邉千鶴、本間光貴、田雨時、川下理日人、高木達也
    • Organizer
      第48回構造活性相関シンポジウム
    • Related Report
      2020 Research-status Report
  • [Presentation] MDM2と阻害剤のフラグメント分子軌道法を用いた相互作用解析2020

    • Author(s)
      板東竜也、川下理日人
    • Organizer
      第48回構造活性相関シンポジウム
    • Related Report
      2020 Research-status Report
  • [Presentation] Interaction analysis of HIV protease-inhibitor complex by fragment molecular orbital method2019

    • Author(s)
      富士寛文、川下理日人
    • Organizer
      CBI学会2019年大会
    • Related Report
      2019 Research-status Report
  • [Presentation] フラグメント分子軌道法を用いた HIVプロテアーゼ阻害剤複合体における結合自由エネルギーの予測2019

    • Author(s)
      富士寛文、川下理日人
    • Organizer
      第47回構造活性相関シンポジウム
    • Related Report
      2019 Research-status Report
  • [Presentation] PREDICTION OF FREE ENERGY BY DOCKING SIMULATION USING INTER-FRAGMENT INTERACTION ENERGIES.2019

    • Author(s)
      Hirofumi Fuji, Norihito Kawashita
    • Organizer
      BPS2020 Annual Meeting
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] フラグメント分子軌道法によるHIVと抗体との相互作用解析2018

    • Author(s)
      松浦敦、川下理日人
    • Organizer
      第46回構造活性相関シンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] フラグメント間相互作用エネルギーによる自由エネルギー変化予測の検証2018

    • Author(s)
      富士寛文、川下理日人
    • Organizer
      第46回構造活性相関シンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] Interaction Analysis between MDM2 and Its Inhibitors by Fragment Molecular Orbital Method2018

    • Author(s)
      Norihito Kawashita, Naoto Motoyama, Tian Yu-Shi, Hirotomo Moriwaki, Tatsuya Takagi
    • Organizer
      5th International Symposium of Medicinal Sciences, 139th Annual Meeting of the Pharmaceutical Society of Japan
    • Related Report
      2018 Research-status Report
  • [Book] Recent Advances of the Fragment Molecular Orbital Method: Enhanced Performance and Applicability2021

    • Author(s)
      (Editor) Yuji Mochizuki, Shigenori Tanaka, Kaori Fukuzawa
    • Total Pages
      627
    • Publisher
      Springer
    • ISBN
      9811592349
    • Related Report
      2020 Research-status Report
  • [Remarks] 研究総覧 近畿大学

    • URL

      https://research.kindai.ac.jp/profile/ja.b4046412b6c39fa2.html?mode=pc

    • Related Report
      2022 Annual Research Report
  • [Remarks] 川下理日人 研究内容・研究成果 近畿大学

    • URL

      https://www.kindai.ac.jp/data/sci_info/pdf/pdf_04_kawashita_norihito.pdf

    • Related Report
      2022 Annual Research Report
  • [Remarks] 近畿大学理工学部生命科学科 計算生命科学研究室

    • URL

      https://www.life.kindai.ac.jp/laboratory/kawashita/

    • Related Report
      2021 Research-status Report
  • [Remarks] FMO創薬コンソーシアム

    • URL

      https://fmodd.jp/

    • Related Report
      2021 Research-status Report 2020 Research-status Report
  • [Remarks] 近畿大学理工学部生命科学科 計算生命科学研究室

    • URL

      https://www.life.kindai.ac.jp/laboratory/kawashita/

    • Related Report
      2020 Research-status Report
  • [Remarks] 近畿大学理工学部生命科学科 計算生命科学研究室

    • URL

      http://www.life.kindai.ac.jp/~nkawashita/

    • Related Report
      2018 Research-status Report

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Published: 2018-04-23   Modified: 2024-01-30  

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