Aim and Objective: Cancer is one of the serious diseases that cause several human deaths every year. Up to now, we have spent lots of time and money to investigate this disease, thereby designing effective treatments. Previous studies mainly focus on studying genetic background of different subtypes of cancer and neglect another important factor, i.e. environmental factor. Carcinogenic chemical is one of the types of environmental factor; the exposure of such chemical may definitely initiate and promote the tumorigenesis. In this study, we tried to partly describe the differences between carcinogenic and non-carcinogenic chemicals using gene ontology (GO) terms and KEGG pathways. Material and Methods: The carcinogenic and non-carcinogenic chemicals that were retrieved from Carcinogenic Potency Database (CPDB) were encoded into numeric vectors using the enrichment theories of GO terms and KEGG pathways. Then, the minimal redundancy maximal relevance (mRMR) method was adopted to analyze all the features, resulting in some important GO terms and KEGG pathways. Results and Conclusion: The extensive analysis of the identified GO terms and KEGG pathways indicates that they all play roles during tumorigenesis, inducing that they can be the key indicator for the identification of carcinogenic chemicals.
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Abe, Masayoshi
;
Usuda, Koji
论文数: 0引用数: 0
h-index: 0
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Usuda, Koji
;
Hayashi, Seigo
论文数: 0引用数: 0
h-index: 0
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Hayashi, Seigo
;
Ogawa, Izumi
论文数: 0引用数: 0
h-index: 0
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Ogawa, Izumi
;
Furukawa, Satoshi
论文数: 0引用数: 0
h-index: 0
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Furukawa, Satoshi
;
Igarashi, Maki
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, JapanTokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Igarashi, Maki
;
Nakae, Dai
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Tokyo Metropolitan Inst Publ Hlth, Shinjuku Ku, Tokyo 1690073, JapanTokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
机构:
Nissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Abe, Masayoshi
;
Suzuki, Noriko
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Med & Dent Univ, Grad Sch, Dept Clin & Mol Endocrinol, Bunkyo Ku, Tokyo 1138519, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Suzuki, Noriko
;
Yoshida, Midori
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Radiol Sci, Res Ctr Radiat Protect, Grp Expt Radiobiol Childrens Hlth Res, Expt Pathol Team,Inage Ku, Chiba 2638555, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Yoshida, Midori
;
Usuda, Koji
论文数: 0引用数: 0
h-index: 0
机构:
Nissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Usuda, Koji
;
Furukawa, Satoshi
论文数: 0引用数: 0
h-index: 0
机构:
Nissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Furukawa, Satoshi
;
Junela, Lekh Rai
论文数: 0引用数: 0
h-index: 0
机构:
Taiyo Kagaku Co Ltd, Yokaichi, Mie 5100844, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Junela, Lekh Rai
;
Okubo, Tsutomu
论文数: 0引用数: 0
h-index: 0
机构:
Taiyo Kagaku Co Ltd, Yokaichi, Mie 5100844, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Okubo, Tsutomu
;
Nakae, Dai
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Metropolitan Inst Publ Hlth, Shinjuku Ku, Tokyo 1690073, Japan
Tokyo Univ Agr, Setagaya Ku, Tokyo 1568502, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
机构:
NIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
Carreon, Tania
;
Hein, Misty J.
论文数: 0引用数: 0
h-index: 0
机构:
NIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
Hein, Misty J.
;
Hanley, Kevin W.
论文数: 0引用数: 0
h-index: 0
机构:
NIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
Hanley, Kevin W.
;
Viet, Susan M.
论文数: 0引用数: 0
h-index: 0
机构:
Westat Corp, Rockville, MD USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
Viet, Susan M.
;
Ruder, Avima M.
论文数: 0引用数: 0
h-index: 0
机构:
NIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
机构:
Univ Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Wilmot Canc Ctr, Rochester, NY 14642 USAUniv Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Lee, S. O.
;
Yeh, S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Wilmot Canc Ctr, Rochester, NY 14642 USAUniv Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Yeh, S.
;
Chang, T. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Wilmot Canc Ctr, Rochester, NY 14642 USAUniv Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
机构:
Shanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Chen, Lei
;
Zhang, Yu-Hang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zhang, Yu-Hang
;
Zheng, Mingyue
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, Drug Discovery & Design Ctr, Shanghai 201203, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zheng, Mingyue
;
Huang, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Huang, Tao
;
Cai, Yu-Dong
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Univ, Sch Life Sci, Shanghai 200444, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
机构:
Shanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Chen, Lei
;
Chu, Chen
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Biochem & Cell Biol, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Chu, Chen
;
Zhang, Yu-Hang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zhang, Yu-Hang
;
Zheng, Mingyue
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Mat Med, Drug Discovery & Design Ctr, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zheng, Mingyue
;
Zhu, LiuCun
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Univ, Coll Life Sci, Shanghai 200444, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zhu, LiuCun
;
Kong, Xiangyin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Kong, Xiangyin
;
Huang, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Abe, Masayoshi
;
Usuda, Koji
论文数: 0引用数: 0
h-index: 0
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Usuda, Koji
;
Hayashi, Seigo
论文数: 0引用数: 0
h-index: 0
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Hayashi, Seigo
;
Ogawa, Izumi
论文数: 0引用数: 0
h-index: 0
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Ogawa, Izumi
;
Furukawa, Satoshi
论文数: 0引用数: 0
h-index: 0
机构:Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Furukawa, Satoshi
;
Igarashi, Maki
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, JapanTokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Igarashi, Maki
;
Nakae, Dai
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
Tokyo Metropolitan Inst Publ Hlth, Shinjuku Ku, Tokyo 1690073, JapanTokyo Univ Agr, Lab Protect Body Funct, Dept Food & Nutr Sci, Grad Sch Agr,Setagaya Ku, Tokyo 1568502, Japan
机构:
Nissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Abe, Masayoshi
;
Suzuki, Noriko
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Med & Dent Univ, Grad Sch, Dept Clin & Mol Endocrinol, Bunkyo Ku, Tokyo 1138519, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Suzuki, Noriko
;
Yoshida, Midori
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Radiol Sci, Res Ctr Radiat Protect, Grp Expt Radiobiol Childrens Hlth Res, Expt Pathol Team,Inage Ku, Chiba 2638555, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Yoshida, Midori
;
Usuda, Koji
论文数: 0引用数: 0
h-index: 0
机构:
Nissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Usuda, Koji
;
Furukawa, Satoshi
论文数: 0引用数: 0
h-index: 0
机构:
Nissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Furukawa, Satoshi
;
Junela, Lekh Rai
论文数: 0引用数: 0
h-index: 0
机构:
Taiyo Kagaku Co Ltd, Yokaichi, Mie 5100844, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Junela, Lekh Rai
;
Okubo, Tsutomu
论文数: 0引用数: 0
h-index: 0
机构:
Taiyo Kagaku Co Ltd, Yokaichi, Mie 5100844, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
Okubo, Tsutomu
;
Nakae, Dai
论文数: 0引用数: 0
h-index: 0
机构:
Tokyo Metropolitan Inst Publ Hlth, Shinjuku Ku, Tokyo 1690073, Japan
Tokyo Univ Agr, Setagaya Ku, Tokyo 1568502, JapanNissan Chem Ind Co Ltd, Biol Res Labs, Toxicol & Environm Sci Dept, Saitama 3490294, Japan
机构:
NIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
Carreon, Tania
;
Hein, Misty J.
论文数: 0引用数: 0
h-index: 0
机构:
NIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
Hein, Misty J.
;
Hanley, Kevin W.
论文数: 0引用数: 0
h-index: 0
机构:
NIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
Hanley, Kevin W.
;
Viet, Susan M.
论文数: 0引用数: 0
h-index: 0
机构:
Westat Corp, Rockville, MD USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
Viet, Susan M.
;
Ruder, Avima M.
论文数: 0引用数: 0
h-index: 0
机构:
NIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USANIOSH, Div Surveillance Hazard Evaluat & Field Studies, Cincinnati, OH 45226 USA
机构:
Univ Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Wilmot Canc Ctr, Rochester, NY 14642 USAUniv Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Lee, S. O.
;
Yeh, S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Wilmot Canc Ctr, Rochester, NY 14642 USAUniv Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Yeh, S.
;
Chang, T. M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Wilmot Canc Ctr, Rochester, NY 14642 USAUniv Rochester, Med Ctr, George Whipple Lab Canc Res, Dept Pathol, Rochester, NY 14642 USA
机构:
Shanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Chen, Lei
;
Zhang, Yu-Hang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zhang, Yu-Hang
;
Zheng, Mingyue
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Inst Mat Med, Drug Discovery & Design Ctr, Shanghai 201203, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zheng, Mingyue
;
Huang, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Huang, Tao
;
Cai, Yu-Dong
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Univ, Sch Life Sci, Shanghai 200444, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
机构:
Shanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Chen, Lei
;
Chu, Chen
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Biochem & Cell Biol, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Chu, Chen
;
Zhang, Yu-Hang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zhang, Yu-Hang
;
Zheng, Mingyue
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Mat Med, Drug Discovery & Design Ctr, State Key Lab Drug Res, Shanghai 201203, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zheng, Mingyue
;
Zhu, LiuCun
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Univ, Coll Life Sci, Shanghai 200444, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Zhu, LiuCun
;
Kong, Xiangyin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China
Kong, Xiangyin
;
Huang, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Shanghai Inst Biol Sci, Inst Hlth Sci, Shanghai 200031, Peoples R ChinaShanghai Maritime Univ, Coll Informat Engn, Shanghai 201306, Peoples R China