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2009 Fiscal Year Annual Research Report

ニューラルネットワーク及びサポートベクタマシンによる蛋白質O型糖鎖修飾部位の予測

Research Project

Project/Area Number 19300080
Research InstitutionRitsumeikan University

Principal Investigator

西川 郁子  Ritsumeikan University, 情報理工学部, 教授 (90212117)

Co-Investigator(Kenkyū-buntansha) 伊藤 將弘  立命館大学, 生命科学部, 准教授 (50388112)
陳 延偉  立命館大学, 情報理工学部, 教授 (60236841)
榊原 一紀  立命館大学, 情報理工学部, 講師 (30388110)
KeywordsO型糖鎖修飾 / 哺乳類タンパク質 / 機械学習 / 天然変性領域 / 群発と散発 / サポート・ベクター・マシン / 独立成分分析 / 膜貫通タンパク質
Research Abstract

1.群発的修飾部位と散発的修飾部位に分類し,修飾部位の予測と,その周辺のタンパク質の特徴解析
(1)両者に対してサポート・ベクター・マシン(SVM)を用いた修飾部位の予測を行い,群発的部位では比較的近傍の位置特異的なアミノ酸の存在が,散発的部位では15近傍程度の比較的ひろい周辺部位のアミノ酸組成比が,有効であることを示した.
(2)群発的修飾に関与する位置特異的なアミノ酸を具体的に求め,既知のP+1,-3以外に複数の存在を見い出した.いずれも,群発的修飾により顕著であった。さらに,アミノ酸配列に対する独立成分分析により,それらが独立に存在していることを明らかにした.
(3)得られた2種のSVMを組み合わせることで,単一のSVMより高い予測性能を実現した.
2.タンパク質の構造的特徴との関連
(1)修飾部位の分布を調べた結果,タンパク質のドメインには少なく,天然変性(disordered)領域に顕著に多いこと,それらは特に群発的修飾に特徴的なことを見出した.膜貫通タンパク質では,いずれも膜外で修飾されていた.
(2)定まった構造を持たないdisordered領域は,機能的にも意味がないと考えられていたが,近年,その機能が注目されている.本O型糖鎖修飾は,タンパク質の構造安定化や機能の多様性の発現に関与し,真核生物に多く見られ,進化的保存性が悪い領域に多く見られるなど,disordered領域に共通する特徴が多いことを指摘した.
3.分子生物学的実験の実施
SVMによる予測結果より,修飾の可能性が高いと思われる部位を,群発と散発から各1部位を選び,合成したポリペプチドを用いて,分子生物学的実験を行った.GalNAcと酵素を加えて反応物を得たが,カラムの洗浄に失敗し,質量分析による確認には至らなかった.反応物の一部は保管してあり,実験の再開で再度の確認を目指す.

  • Research Products

    (52 results)

All 2010 2009

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (45 results)

  • [Journal Article] Novel neogala-series glycosphingolipids with terminal mannose and glucose residues from Hirsutella rhossiliensis, an aureobasidin A-resistant ascomycete fungus.2010

    • Author(s)
      Yasushi Tani, Touri Funatsu, Hisashi Ashida, Masahiro Ito, Saki Itonori, Mutsumi Sugita, Kenji Yamamoto
    • Journal Title

      Glycobiology 20(4)

      Pages: 433-441

    • Peer Reviewed
  • [Journal Article] A novel method for gaze tracking by local pattern model and support vector regressor2010

    • Author(s)
      Hu-Chuan Lu, Guo-Liang Fang, Chao Wang, Yen-Wei Chen
    • Journal Title

      Signal Processing 90

      Pages: 1290-1299

    • Peer Reviewed
  • [Journal Article] Biochemical Studies on Sphingolipid of Artemia franciscana(I)Isolation and Characterization of Sphingomyelin2010

    • Author(s)
      Hisao Kojima, Takashi Inoue, Mutsumi Sugita, Saki Itonori, Masahiro Ito.
    • Journal Title

      Lipid (掲載決定(in press))

    • Peer Reviewed
  • [Journal Article] 地産地消型電力ネットワークの為のNatural Actor-Criticを用いた自動取引エージェントの構築2009

    • Author(s)
      谷口忠大, 高木圭太, 榊原一紀, 西川郁子
    • Journal Title

      日本知能情報ファジィ学会論文誌 21

      Pages: 567-577

    • Peer Reviewed
  • [Journal Article] Sphingomyelins in Four Ascidians, Ciona intestinalis, Halocynthia roretzi, Halocynthia aurantium, and Styela clava.2009

    • Author(s)
      Masahiro Ito, Kazuhito Yokoi, Takashi Inoue, Shogo Asano, Rei Hatano, Ryota Shinohara, Saki Itonori, Mutsumi Sugita
    • Journal Title

      J.Oleo Sci. 58(9)

      Pages: 473-480

    • Peer Reviewed
  • [Journal Article] Generalized N-dimensional Principal Component Analysis(GND-PCA)and Its Application on Construction of Statistical Appearance Models for Medical Volumes with Fewer Samples2009

    • Author(s)
      Rui Xu, Yen-Wei Chen
    • Journal Title

      Neurocomputing 72

      Pages: 2276-2287

    • Peer Reviewed
  • [Journal Article] Generalized N-dimensional Principal Component Analysis(GND-PCA)Based Statistical Appearance Modeling of Facial Images with Multiple Modes2009

    • Author(s)
      Xu Qiao, Rui Xu, Yen-Wei Chen, Takanori Igarashi, Keisuke Nakao, Akio Kashimoto
    • Journal Title

      IPSJ Trans. On Computer Vision and Applications 1

      Pages: 231-241

    • Peer Reviewed
  • [Presentation] 配送・保管計画に対する逐次変数固定法による適応的解法2010

    • Author(s)
      田邊廣一, 榊原一紀, 田雅杰, 西川郁子
    • Organizer
      第22回自律分散システムシンポジウム
    • Place of Presentation
      名古屋, 名古屋大学
    • Year and Date
      2010-01-30
  • [Presentation] 太陽光発電の分散型電力ネットワークにおける電力融通最適化2010

    • Author(s)
      榊原一紀, 前田忠之, 谷口忠大, 西川郁子
    • Organizer
      第22回自律分散システムシンポジウム
    • Place of Presentation
      名古屋, 名古屋大学
    • Year and Date
      2010-01-30
  • [Presentation] 自律分散型スマートグリッド上の電力取引に対する自然方策勾配法によるマルチエージェント強化学習の有効性検証2010

    • Author(s)
      谷口忠大, 榊原一紀, 西川郁子
    • Organizer
      第22回自律分散システムシンポジウム
    • Place of Presentation
      名古屋, 名古屋大学
    • Year and Date
      2010-01-30
  • [Presentation] 太陽光発電による分散型電力ネットワーク構築のための静的最適化モデルに基づく挙動解析2009

    • Author(s)
      榊原一紀, 前田忠之, 谷口忠大, 西川郁子
    • Organizer
      第52回自動制御連合講演会
    • Place of Presentation
      豊中, 大阪大学
    • Year and Date
      20091121-20091122
  • [Presentation] 緩和固定法による環境変動を考慮した配送・保管計画の逐次的計画作成方式-トラックターミナルを用いた長期間にわたる物流最適化-2009

    • Author(s)
      榊原一紀, 田邊廣一, 田雅杰, 西川郁子
    • Organizer
      スケジューリング・シンポジウム2009
    • Place of Presentation
      岡山, 岡山大学
    • Year and Date
      20090917-20090918
  • [Presentation] Decomposition Model of Vehicle Routing Problem and Hybrid Approach Mixing Branch-and-bound Techniques and Meta-heuristics2009

    • Author(s)
      K.Sakakibara, M.Iyama, I.Nishikawa
    • Organizer
      ICROS-SICE International Joint Conference2009
    • Place of Presentation
      福岡, 福岡国際会議場
    • Year and Date
      20090818-20090821
  • [Presentation] 地産地消型電力ネットワークの為のNatural Actor-Criticを用いた自動取引 エージェントの構築2009

    • Author(s)
      谷口忠大, 高木圭太, 榊原一紀, 西川郁子
    • Organizer
      第25回ファジィシステムシンポジウム
    • Place of Presentation
      つくば, 筑波大学
    • Year and Date
      20090714-20090716
  • [Presentation] トラックターミナルを利用した配送保管計画に対する逐次最適化モデルと整数計画法による解法2009

    • Author(s)
      田邊廣一, 小関康裕, 榊原一紀, 田雅杰, 西川郁子
    • Organizer
      第53回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸, 神戸市産業振興センター
    • Year and Date
      20090520-20090522
  • [Presentation] 配送計画問題に対する問題分解と分枝限定法およびメタヒューリスティクスのハイブリッド法2009

    • Author(s)
      榊原一紀, 伊山宗吉, 西川郁子
    • Organizer
      第53回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸, 神戸市産業振興センター
    • Year and Date
      20090520-20090522
  • [Presentation] O-型糖鎖修飾のサポートベクターマシンを用いた予測と独立成分分析による解析2009

    • Author(s)
      中島有紀子, 平昌憲, 飯野修平, 坂本浩隆, 榊原一紀, 伊藤將弘, 西川郁子
    • Organizer
      第53回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸, 神戸市産業振興センター
    • Year and Date
      20090520-20090522
  • [Presentation] 自転車利用者の都市構造依存性に関するマルチエージェントシミュレーションによる検討2009

    • Author(s)
      谷口忠大, 村井稔也, 榊原一紀, 西川郁子
    • Organizer
      第53回システム制御情報学会研究発表講演会
    • Place of Presentation
      神戸, 神戸市産業振興センター
    • Year and Date
      20090520-20090522
  • [Presentation] Prediction of the O-glycosylation by Support Vector Machine and Independent Component Analysis for Amino Acid Sequence around O-glysocylation2009

    • Author(s)
      Nakajima, Y., Sakakibara, K., Ito, M., Nishikawa, I.
    • Organizer
      20th International Conference on Genome Informatics
    • Place of Presentation
      横浜, パシフィコ横浜
    • Year and Date
      2009-12-14
  • [Presentation] Kinetic Modeling of Central Metabolic Pathway for Phenotype MicroArray Analysis2009

    • Author(s)
      Mazaki, Y., Mori, H., Ito, M., Tohsato Y.
    • Organizer
      20th International Conference on Genome Informatics
    • Place of Presentation
      横浜, パシフィコ横浜
    • Year and Date
      2009-12-14
  • [Presentation] Quantititative proteome analysisof successive protein expression profiles during early embryogenesis in Caenorhabditis elegans.2009

    • Author(s)
      Shizuka Hino, Dai Sasahara, Ayako Terasawa, Yusuke Ishido, Toshya Hayano, Masahiro Ito
    • Organizer
      第32回日本分子生物学年会
    • Place of Presentation
      横浜, パシフィコ横浜
    • Year and Date
      2009-12-09
  • [Presentation] Identification and quantitative analysis of proteins expressed during Caenorhabditis briggsae development.2009

    • Author(s)
      Ayako Terasawa, D.Sasahara, Shizuka Hino, Toshiya Hayano, Masahiro Ito
    • Organizer
      第32回日本分子生物学年会
    • Place of Presentation
      横浜, パシフィコ横浜
    • Year and Date
      2009-12-09
  • [Presentation] Protein expression profile in the larva 1 stage differ considerably between Caenorhabditis elegans and Caenorhabditis briggsae.2009

    • Author(s)
      Dai Sasahara, S.Hino, A.Terasawa, Toshiya Hayano, Masahiro Ito
    • Organizer
      第32回日本分子生物学年会
    • Place of Presentation
      横浜, パシフィコ横浜
    • Year and Date
      2009-12-09
  • [Presentation] Object Class Recognition with Supervised Nonlinear Neighborhood Embedding of Visual Words2009

    • Author(s)
      Xianhua Han, Yen-Wei Chen, Xiang Ruan
    • Organizer
      the First International Conference on Internet Multimedia Computing and Service(ICIMCS2009)
    • Place of Presentation
      Yunnan, China
    • Year and Date
      2009-11-24
  • [Presentation] Independent Component Analysis Based Ring Artifact Reduction in Cone-Beam CT Images2009

    • Author(s)
      Yen-Wei Chen, Guifang Duan
    • Organizer
      2009 IEEE 16th International Conference on Image Processing(ICIP2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2009-11-09
  • [Presentation] An Active Contours Method Based on Intensity and Reduced Garbor Features for Texture Segmentation2009

    • Author(s)
      Huchuan Lu, Yunyun Liu, Zhipeng Sun, Yen-Wei Chen
    • Organizer
      2009 IEEE 16th International Conference on Image Processing(ICIP2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2009-11-09
  • [Presentation] Improved Active Shape Model for Automatic Optical Phase Identification of Microdrill Bits in Printed Circuit Board Production2009

    • Author(s)
      Guifang Duan, Yen-Wei Chen
    • Organizer
      2009 IEEE 16th International Conference on Image Processing(ICIP2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2009-11-09
  • [Presentation] Hybrid Particle Swarm Optimization for 3-D Image Registration2009

    • Author(s)
      Yen-Wei Chen, Aya Mimori, Chen-Lun Lin
    • Organizer
      2009 IEEE 16th International Conference on Image Processing(ICIP2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      2009-11-08
  • [Presentation] 2D-PCA based Statistical Shape Model from few Medical Samples2009

    • Author(s)
      Tomoko Tateyama, Hossein Foruzan, Yen-Wei Chen
    • Organizer
      The Fifth Int.Conf.on Intelligent Information Hiding and Multimedia Signal Processing
    • Place of Presentation
      京都, メルパルク京都
    • Year and Date
      2009-10-13
  • [Presentation] Prediction of the O-glycosylation by Support Vector Machines and Characteristics of the Crowded and Isolated O-glycosylation Sites2009

    • Author(s)
      Nakajima, Y., Sakakibara, K., Ito, M., Nishikawa I.
    • Organizer
      The Fifth Int.Conf.on Intelligent Information Hiding and Multimedia Signal Processing
    • Place of Presentation
      京都, メルパルク京都
    • Year and Date
      2009-10-12
  • [Presentation] Multi-mode Narrow-band Thresholding with Application in Liver Segmentation from Low-contrast CT Images2009

    • Author(s)
      Amir H.Foruzan, Yen-Wei Chen, Reza A.Zoroofi, A.Furukawa, Y.Sato, M.Hori
    • Organizer
      The Fifth Int.Conf.on Intelligent Information Hiding and Multimedia Signal Processing
    • Place of Presentation
      京都, メルパルク京都
    • Year and Date
      2009-10-12
  • [Presentation] Evaluation of Liver Shape Approximation and Characterization2009

    • Author(s)
      Farshid Babapour Mofrad, Reza Aghaeizadeh Zoroofi, Yen-Wei Chen, Ali Abbaspour
    • Organizer
      The Fifth Int.Conf.on Intelligent Information Hiding and Multimedia Signal Processing
    • Place of Presentation
      京都, メルパルク京都
    • Year and Date
      2009-10-12
  • [Presentation] Image Categorization by Learned PCA Subspace of Combined Visual-words and Low-level Features2009

    • Author(s)
      Xianhua Han, Yen-Wei Chen
    • Organizer
      The Fifth Int.Conf.on Intelligent Information Hiding and Multimedia Signal Processing
    • Place of Presentation
      京都, メルパルク京都
    • Year and Date
      2009-10-11
  • [Presentation] Face Image Metamorphosis with an Improved Multilevel B-Spline Approximation2009

    • Author(s)
      Masataka Seo, Yen-Wei Chen
    • Organizer
      The Fifth Int.Conf.on Intelligent Information Hiding and Multimedia Signal Processing
    • Place of Presentation
      京都, メルパルク京都
    • Year and Date
      2009-10-11
  • [Presentation] A simulation of the dynamics of the premotor center in an insect brain to generate the programmed behavior for the pheromone orientation2009

    • Author(s)
      I.Nishikawa, Y.Igarashi, A.Takashima, S.Namiki, T.Kazawa, Stephan Haupt, H.Ikeno, R.Kanzaki
    • Organizer
      Asia Simulation Conference 2009(JSST2009)
    • Place of Presentation
      草津, 立命館大学
    • Year and Date
      2009-10-09
  • [Presentation] Simulation of a small neural network involved in pheromone orientation in male silkmoths2009

    • Author(s)
      A.Takashima, S.Namiki, T.Kazawa, Stephan Haupt, I.Nishikawa, H.Ikeno, R.Kanzaki
    • Organizer
      Asia Simulation Conference 2009(JSST2009)
    • Place of Presentation
      草津, 立命館大学
    • Year and Date
      2009-10-09
  • [Presentation] Acquisition of Negotiation Rules for AGV Transportation System by Genetic Based Machine Learning Techniques2009

    • Author(s)
      K.Tanabe, D.Yamada, K.Sakakibara, I.Nishikawa
    • Organizer
      Asia Simulation Conference 2009(JSST2009)
    • Place of Presentation
      草津, 立命館大学
    • Year and Date
      2009-10-08
  • [Presentation] A Novel Color Independent Components based SIFT Descriptor2009

    • Author(s)
      Danni Ai, Xianhua Han, Xiang Ruan, Yen-Wei Chen
    • Organizer
      Asia Simulation Conference 2009
    • Place of Presentation
      草津, 立命館大学
    • Year and Date
      2009-10-08
  • [Presentation] Synthesis of Multiple Pose Facial Images Using Tensor-Based Subspace Learning Method2009

    • Author(s)
      Xu Qiao, Yen-Wei Chen, Xian-Hua Han, T.Igarashi, K.Nakao
    • Organizer
      2009 IEEE 12th International Conference on Computer Vision Workshops(ICCV2009 workshops)
    • Place of Presentation
      京都, 京都国際会議場・京都大学
    • Year and Date
      2009-09-30
  • [Presentation] Estimation of the information pathway in the neural network in the premotor center of Bombyx mori to generate the flip-flop activity and its validation by the simulation2009

    • Author(s)
      Nishikawa I., Takashima A., Namiki S., Kazawa T., Haupt Stephan Shuichi, Ikeno H., Kanzaki R.
    • Organizer
      2nd INCF Congress of Neuroinformatics
    • Place of Presentation
      Plzen, Czech
    • Year and Date
      2009-09-07
  • [Presentation] Simulation of a small neural network related to programmed behavior in pheromone orientation in male silkmoths2009

    • Author(s)
      Takashima A., Namiki S., Kazawa T., Haupt Stephan Shuichi, Nishikawa I., Ikeno H., Kanzaki R.
    • Organizer
      2nd INCF Congress of Neuroinformatics
    • Place of Presentation
      Plzen, Czech
    • Year and Date
      2009-09-07
  • [Presentation] Automatic Facial Image Manipulation system and Facial Texture Analysis2009

    • Author(s)
      Takuma Terada, Takayuki Fukui, Takanori Igarashi, Keisuke Nakao, Akio Kashimoto, Yen-Wei Chen
    • Organizer
      Fifth International Conference on Natural Computation
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2009-08-15
  • [Presentation] Image Categorization with PCA-SICEF2009

    • Author(s)
      Atsushi Okamoto, Xianhua Han, Xiang Ruan, Yen-Wei Chen
    • Organizer
      Fifth International Conference on Natural Computation
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2009-08-15
  • [Presentation] Analysis of Centerline Extraction in Three-Dimensional Scale Space-Extracting Centerline of Vessels in Hepatic Artery-2009

    • Author(s)
      Motoi Kinishi, Toshiyuki Okada, Masatoshi Hori, Yen-Wei Chen, Yoshinobu Sato
    • Organizer
      Fifth International Conference on Natural Computation
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2009-08-15
  • [Presentation] Pose-Robust Face Recognition based on 3D Shape Reconstruction2009

    • Author(s)
      Mamoru Ishimoro, Yen-Wei Chen
    • Organizer
      Fifth International Conference on Natural Computation
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2009-08-15
  • [Presentation] Facial caricaturing system based on multi-view Active Shape Models2009

    • Author(s)
      Takuya Kamimura, Yen-Wei Chen
    • Organizer
      Fifth International Conference on Natural Computation
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2009-08-15
  • [Presentation] Hierarchical Super Resolution Approach for Expanding Image with High Magnification2009

    • Author(s)
      Motonori Ohashi, Xian-Hua Han, Yen-Wei Chen
    • Organizer
      Fifth International Conference on Natural Computation
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2009-08-15
  • [Presentation] PCA based Statistical Shape Model of the Spleen2009

    • Author(s)
      Tomoko Tateyama, Hossein Foruzan, Yen-Wei Chen
    • Organizer
      Fifth International Conference on Natural Computation
    • Place of Presentation
      Tianjin, China
    • Year and Date
      2009-08-15
  • [Presentation] エボヤStyela clava中性スフィンゴ糖脂質の構造解析2009

    • Author(s)
      西尾匡、小島寿夫、糸乗前、杉田陸海、伊藤將弘
    • Organizer
      第51回日本脂質生化学会年会
    • Place of Presentation
      名古屋, ウィルあいち(愛知県女性総合センター)
    • Year and Date
      2009-07-30
  • [Presentation] Development of standard brain for silkworm moth, bombyx mori, linked with a neuron database2009

    • Author(s)
      H.Ikeno, T.Kazawa, S.Namiki, Stephan Haupt, A.Takashima, R.Fukushima, I.Nishikawa, R Kanzaki
    • Organizer
      18th Annual Computational Neuroscience Meeting(CNS2009)
    • Place of Presentation
      Berlin, Germany
    • Year and Date
      2009-07-20
  • [Presentation] Analysis of Successive Protein Expression Profiles during Early Embryogenesis in Caenorhabditis elegans using 2-D Difference Gel Electrophoresis2009

    • Author(s)
      Hino, S., Sasahara, D., Terasawa, A., Ito, M.
    • Organizer
      17th International C.elegans Meeting
    • Place of Presentation
      Los Angeles, USA
    • Year and Date
      2009-06-25
  • [Presentation] Comparative proteome analysis between Caenorhabditis elegans and Caenorhabditis briggsae2009

    • Author(s)
      Sasahara, D., Hino, S., Terasawa, A., Ito M.
    • Organizer
      17th International C.elegans Meeting
    • Place of Presentation
      Los Angeles, USA
    • Year and Date
      2009-06-25

URL: 

Published: 2011-06-16   Modified: 2016-04-21  

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