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Development of a method for predicting functional sites in function-unknown splicing isoforms

Research Project

Project/Area Number 15K00411
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Life / Health / Medical informatics
Research InstitutionNagahama Institute of Bio-Science and Technology

Principal Investigator

Shionyu Masafumi  長浜バイオ大学, バイオサイエンス学部, 准教授 (30345847)

Co-Investigator(Kenkyū-buntansha) 土方 敦司  長浜バイオ大学, バイオサイエンス学部, プロジェクト特任講師 (80415273)
Research Collaborator TEERASETMANAKUL Pramote  
NAKATA Keisuke  
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2017: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords選択的スプライシング / 機能未知タンパク質 / 機能部位予測 / 低分子化合物 / SNV / データベース / 機械学習
Outline of Final Research Achievements

At present, many sequence data of splicing isoforms produced by alternative splicing are known. However, most of these splicing isoforms are function-unknown. In addition, it is argued whether they are functional or not. Thus, we developed a prediction method for functionality of splicing isoforms. Using our method, 70% of splicing isoforms, of which protein expression were not confirmed, were predicted to be functional, and this value is larger than one shown before. Moreover, we developed a method for predicting functional sites of splicing isoforms predicted to be functional. The method we developed showed higher accuracy for predicting small molecule-binding sites than that of our previous method. And we developed a method for predicting a small molecule ligand of a target protein that showed better performance than that of conventional one.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (33 results)

All 2018 2017 2016 2015 Other

All Journal Article (10 results) (of which Peer Reviewed: 10 results,  Open Access: 4 results,  Acknowledgement Compliant: 1 results) Presentation (18 results) (of which Invited: 1 results) Remarks (5 results)

  • [Journal Article] Ridaifen-F conjugated with cell-penetrating peptides inhibits intracellular proteasome activities and induces drug-resistant cell death.2018

    • Author(s)
      Tanaka, M., Zhu, Y., Shionyu, M., Ota, N., Shibata, N., Watanabe, C., Mizusawa, A., Sasaki, R., Mizukami, T., Shiina, I., Hasegawa, M.
    • Journal Title

      European Journal of Medicinal Chemistry

      Volume: 146 Pages: 636-650

    • DOI

      10.1016/j.ejmech.2018.01.045

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Structures of jacalin‐related lectin PPL3 regulating pearl shell biomineralization2018

    • Author(s)
      Nakae S, Shionyu M, Ogawa T, Shirai T
    • Journal Title

      Proteins

      Volume: 86 Issue: 6 Pages: 644-653

    • DOI

      10.1002/prot.25491

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Decoding disease-causing mechanisms of missense mutations from supramolecular structures2017

    • Author(s)
      Hijikata A, Tsuji T, Shionyu M, Shirai T
    • Journal Title

      Scientific Reports

      Volume: 7 Issue: 1 Pages: 8541-8541

    • DOI

      10.1038/s41598-017-08902-1

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Molecular Mechanism and Structural Basis of Gain of Function of STAT1 Caused by Pathogenic R274Q Mutation2017

    • Author(s)
      Fujiki R, Hijikata A, Shirai T, Okada S, Kobayashi M, Ohara O
    • Journal Title

      J Biol Chem.

      Volume: 292 Issue: 15 Pages: 6240-6254

    • DOI

      10.1074/jbc.m116.753848

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] The role of the Prod1 membrane anchor in newt limb regeneration2017

    • Author(s)
      Nomura, K., Tanimoto, Y., Hayashi, F., Harada, E., Shan, X.-Y., Shionyu, M., Hijikata, A., Shirai, T., Morigaki, K., Shimamoto, K.
    • Journal Title

      Angew. Chem. Int. Ed.

      Volume: 56 Issue: 1 Pages: 270-274

    • DOI

      10.1002/anie.201609703

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Identification of a High-Frequency Somatic NLRC4 Mutation as a Cause of Autoinflammation by Pluripotent Cell-Based Phenotype Dissection.2017

    • Author(s)
      Kawasaki Y, Oda H, Ito J, Niwa A, Tanaka T, Hijikata A, Seki R, Nagahashi A, Osawa M, Asaka I, Watanabe A, Nishimata S, Shirai T, Kawashima H, Ohara O, Nakahata T, Nishikomori R, Heike T, Saito MK.
    • Journal Title

      Arthritis Rheumatol.

      Volume: 69 Issue: 2 Pages: 447-459

    • DOI

      10.1002/art.39960

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Molecular mechanisms of insulin resistance in 2 cases of primary insulin receptor defect-associated diseases.2017

    • Author(s)
      Tsuji-Hosokawa, A., Takasawa, K., Nomura, R., Miyakawa, Y., Numakura, C., Hijikata, A., Shirai, T., Ogawa, Y., Kashimada, K. & Morio, T.
    • Journal Title

      Pediatr Diabetes

      Volume: Feb 9 Issue: 8 Pages: 917-924

    • DOI

      10.1111/pedi.12508

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Novel AVPR2 mutation causing partial nephrogenic diabetes insipidus in a Japanese family2016

    • Author(s)
      Yamashita S, Hata A, Usui T, Oda H, Hijikata A, Shirai T, Kaneko N, Hata D
    • Journal Title

      J. Pediatr. Endocrinol. Metab.

      Volume: 5 Issue: 5 Pages: 591-596

    • DOI

      10.1515/jpem-2015-0323

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Classification of ligand molecules in PDB with graph match-based structural superposition.2016

    • Author(s)
      Shionyu-Mitsuyama, C., Hijikata, A., Tsuji, T. & Shirai, T.
    • Journal Title

      J Struct Funct Genomics.

      Volume: 17 Issue: 4 Pages: 135-146

    • DOI

      10.1007/s10969-016-9209-x

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Structural and functional analyses of Barth syndrome-causing mutations and alternative splicing in the tafazzin acyltransferase domain.2015

    • Author(s)
      Hijikata A., Yura K., Ohara O., Go M.
    • Journal Title

      Meta Gene

      Volume: 4 Pages: 92-106

    • DOI

      10.1016/j.mgene.2015.04.001

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] タンパク質超分子複合体構造から読み解くミスセンス変異と疾患表現型との関係2017

    • Author(s)
      土方敦司、辻敏之、塩生真史、白井剛
    • Organizer
      第5回NGS現場の会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 選択的スプライシングにより作られるタンパク質の機械学習による機能性予測2017

    • Author(s)
      Pramote Teerasetmanakul、塩生真史
    • Organizer
      第17回日本蛋白質科学会年会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 超分子複合体から読み解くミスセンス変異と疾患表現型の関係2017

    • Author(s)
      土方敦司、辻敏之、塩生真史、白井剛
    • Organizer
      第17回日本蛋白質科学会年会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Estimating functionality of expression-unconfirmed splicing isoforms at the protein level2017

    • Author(s)
      塩生真史、Pramote Teerasetmanakul
    • Organizer
      第55回日本生物物理学会年会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Towards predicting functional consequences of genetic variants in humans through supramolecular complex structures2017

    • Author(s)
      土方敦司、辻敏之、塩生真史、白井剛
    • Organizer
      第55回日本生物物理学会年会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Decoding disease-causing mechanisms of missense mutations from supramolecular structures2017

    • Author(s)
      土方敦司、辻敏之、塩生真史、白井剛
    • Organizer
      第6回生命医薬情報連合大会(IIBMP2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] Het-PDB Navi2: タンパク質 _ 低分子複合体構造から得られる相互作用部位のデータベース2017

    • Author(s)
      塩生真史、郷 通子
    • Organizer
      トーゴーの日2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] Mutation@A Glance: ヒト遺伝子バリアント統合可視化ツール2017

    • Author(s)
      土方敦司、白井剛
    • Organizer
      トーゴーの日2017
    • Related Report
      2017 Annual Research Report
  • [Presentation] Mutation@A Glance: ヒトにおける意義不明バリアントの解明を目指した統合解析ツール2017

    • Author(s)
      土方敦司、白井剛
    • Organizer
      2017年度生命科学系合同年次大会(ConBio2017)
    • Related Report
      2017 Annual Research Report
  • [Presentation] アミノ酸残基相互作用ベクトルマッチに基づくタンパク質―低分子ドッキング法2016

    • Author(s)
      土方敦司, 塩生真史, 白井 剛
    • Organizer
      第16回日本蛋白質科学会年会
    • Place of Presentation
      福岡国際会議場(福岡市博多区)
    • Related Report
      2016 Research-status Report
  • [Presentation] A new approach for protein-ligand binding predictions based on matching of vector-represented amino acid residues2016

    • Author(s)
      Atsushi Hijikata, Masafumi Shionyu, Tsuyoshi Shirai
    • Organizer
      第5回生命医薬情報学連合大会
    • Place of Presentation
      東京国際交流館プラザ平成(東京都江東区)
    • Related Report
      2016 Research-status Report
  • [Presentation] ベクトル表現化したアミノ酸残基のマッチングによるタンパク質-リガンド結合予測2016

    • Author(s)
      Atsushi Hijikata, Masafumi Shionyu, Tsuyoshi Shirai
    • Organizer
      第54回日本生物物理学会年会
    • Place of Presentation
      つくば国際会議場(茨城県つくば市)
    • Related Report
      2016 Research-status Report
  • [Presentation] Evaluation of functionality of uncharacterized splicing isoforms using machine learning techniques2016

    • Author(s)
      Pramote Teerasetmanakul, Masafumi Shionyu
    • Organizer
      第54回日本生物物理学会年会
    • Place of Presentation
      つくば国際会議場(茨城県つくば市)
    • Related Report
      2016 Research-status Report
  • [Presentation] タンパク質の高次構造から読み解く遺伝性疾患多様性メカニズム2016

    • Author(s)
      土方敦司, 辻 敏之, 塩生真史, 白井 剛
    • Organizer
      第39回日本分子生物学会年会
    • Place of Presentation
      パシフィコ横浜(神奈川県横浜市)
    • Related Report
      2016 Research-status Report
  • [Presentation] 機械学習に基づく機能未知スプライシングアイソフォームの機能性推定2016

    • Author(s)
      Pramote Teerasetmanakul, 塩生真史
    • Organizer
      第39回日本分子生物学会年会
    • Place of Presentation
      パシフィコ横浜(神奈川県横浜市)
    • Related Report
      2016 Research-status Report
  • [Presentation] Het-PDB Navi2: タンパク質立体構造中に含まれる低分子化合物のデータベース2016

    • Author(s)
      塩生真史
    • Organizer
      第39回日本分子生物学会年会
    • Place of Presentation
      パシフィコ横浜(神奈川県横浜市)
    • Related Report
      2016 Research-status Report
  • [Presentation] TafazzinトランスアシラーゼドメインにおけるBarth症候群関連変異と選択的スプライシングの構造および機能に関する影響2015

    • Author(s)
      土方敦司、由良敬、小原收、郷通子
    • Organizer
      第38回日本分子生物学会年会
    • Place of Presentation
      神戸ポートアイランド
    • Year and Date
      2015-12-04
    • Related Report
      2015 Research-status Report
  • [Presentation] Function prediction of uncharacterized splicing isoforms2015

    • Author(s)
      Masafumi Shionyu
    • Organizer
      第53回日本生物物理学会年会
    • Place of Presentation
      金沢大学角間キャンパス(石川県・金沢市)
    • Year and Date
      2015-09-14
    • Related Report
      2015 Research-status Report
  • [Remarks] AS-ALPS

    • URL

      http://as-alps.nagahama-i-bio.ac.jp/

    • Related Report
      2017 Annual Research Report 2016 Research-status Report 2015 Research-status Report
  • [Remarks] Het-PDB Navi2

    • URL

      http://hetpdbnavi.nagahama-i-bio.ac.jp/

    • Related Report
      2017 Annual Research Report 2016 Research-status Report 2015 Research-status Report
  • [Remarks] Mutation@A Glance

    • URL

      http://mutaion.nagahama-i-bio.ac.jp/

    • Related Report
      2017 Annual Research Report
  • [Remarks] Mutation@A Glance

    • URL

      http://harrier.nagahama-i-bio.ac.jp/mutation/

    • Related Report
      2016 Research-status Report
  • [Remarks] Mutation@A glance

    • URL

      http://harrier.nagahama-i-bio.ac.jp/mutation/

    • Related Report
      2015 Research-status Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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