메뉴 건너뛰기




Volumn 134, Issue 2, 2010, Pages 146-159

Application of boosting classification and regression to modeling the relationships between trace elements and diseases

Author keywords

Anorexia; Boosting; Breast cancer; Classification; Regression; Trace element

Indexed keywords

REACTIVE OXYGEN METABOLITE; TRACE ELEMENT;

EID: 77951939384     PISSN: 01634984     EISSN: None     Source Type: Journal    
DOI: 10.1007/s12011-009-8468-9     Document Type: Article
Times cited : (8)

References (46)
  • 1
    • 0344943984 scopus 로고    scopus 로고
    • Study on the relationship between intake of trace elements and breast cancer mortality with chemometric methods
    • 10.1016/S1476-9271(03)00049-5 1:CAS:528:DC%2BD3sXpvVWjsrg%3D 14667786
    • HL Zhai XG Chen ZD Hu 2003 Study on the relationship between intake of trace elements and breast cancer mortality with chemometric methods Comput Biol Chem 27 581 586 10.1016/S1476-9271(03)00049-5 1:CAS:528:DC%2BD3sXpvVWjsrg%3D 14667786
    • (2003) Comput Biol Chem , vol.27 , pp. 581-586
    • Zhai, H.L.1    Chen, X.G.2    Hu, Z.D.3
  • 2
    • 0036232151 scopus 로고    scopus 로고
    • Decreased food intake rather than zinc deficiency is associated with changes in plasma leptin, metabolic rate, and activity levels in zinc deficient rats
    • DOI 10.1016/S0955-2863(01)00220-0, PII S0955286301002200
    • LM Gaetke RC Frederich HS Oz CJ McClain 2002 Decreased food intake rather than zinc deficiency is associated with changes in plasma leptin, metabolic rate, and activity levels in zinc deficient rats J Nutr Biochem 13 237 244 10.1016/S0955-2863(01)00220-0 1:CAS:528:DC%2BD38Xjt1Cru7g%3D 11988406 (Pubitemid 34436906)
    • (2002) Journal of Nutritional Biochemistry , vol.13 , Issue.4 , pp. 237-244
    • Gaetke, L.M.1    Frederich, R.C.2    Oz, H.S.3    McClain, C.J.4
  • 3
    • 0030759701 scopus 로고    scopus 로고
    • Diagnosis of lung cancer based on metal contents in serum and hair using multivariate statistical methods
    • Ren YL, Zhang ZY, Ren YQ, Li W, Wang MC, Xu G (1997) Diagnosis of lung cancer based on metal contents in serum and hair using multivariate statistical methods. Talanta 44:1823-1831
    • (1997) Talanta , vol.44 , pp. 1823-1831
    • Ren, Y.L.1    Zhang, Z.Y.2    Ren, Y.Q.3    Li, W.4    Wang, M.C.5    Xu, G.6
  • 4
    • 0031741667 scopus 로고    scopus 로고
    • The role of copper, molybdenum, selenium, and zinc in nutrition and health
    • 1:STN:280:DyaK1M7gvVOmtw%3D%3D 9891606
    • S Chan B Gerson S Subramaniam 1998 The role of copper, molybdenum, selenium, and zinc in nutrition and health Clin Lab Med 18 673 685 1:STN:280:DyaK1M7gvVOmtw%3D%3D 9891606
    • (1998) Clin Lab Med , vol.18 , pp. 673-685
    • Chan, S.1    Gerson, B.2    Subramaniam, S.3
  • 5
    • 0035849653 scopus 로고    scopus 로고
    • Classification of cancer patients based on elemental contents of serums using bidirectional associative memory networks
    • DOI 10.1016/S0003-2670(01)00923-0, PII S0003267001009230
    • ZY Zhang HL Zhou SD Liu PB Harrington 2001 Classification of cancer patients based on elemental contents of serums using bidirectional associative memory networks Anal Chim Acta 436 281 291 10.1016/S0003-2670(01)00923-0 1:CAS:528:DC%2BD3MXktVGnt7g%3D (Pubitemid 32522444)
    • (2001) Analytica Chimica Acta , vol.436 , Issue.2 , pp. 281-291
    • Zhang, Z.1    Zhuo, H.2    Liu, S.3    Harrington, P.D.B.4
  • 7
    • 1642397793 scopus 로고    scopus 로고
    • The importance of trace element speciation in biomedical science
    • MT Douglas 2003 The importance of trace element speciation in biomedical science Anal Bioanal Chem 375 1062 1066
    • (2003) Anal Bioanal Chem , vol.375 , pp. 1062-1066
    • Douglas, M.T.1
  • 10
    • 33646103119 scopus 로고    scopus 로고
    • An application of Takagi-Sugeno fuzzy system to the classification of cancer patients based on elemental contents in serum samples
    • 10.1016/j.chemolab.2005.05.007 1:CAS:528:DC%2BD28XjvVWls7w%3D
    • ZY Zhang HL Zhou SD Liu P Harrington 2006 An application of Takagi-Sugeno fuzzy system to the classification of cancer patients based on elemental contents in serum samples Chemom Intell Lab Syst 82 294 299 10.1016/j.chemolab. 2005.05.007 1:CAS:528:DC%2BD28XjvVWls7w%3D
    • (2006) Chemom Intell Lab Syst , vol.82 , pp. 294-299
    • Zhang, Z.Y.1    Zhou, H.L.2    Liu, S.D.3    Harrington, P.4
  • 11
    • 34547754625 scopus 로고    scopus 로고
    • Trace element concentration in metastatic liver disease - A systematic review
    • DOI 10.1016/j.jtemb.2007.03.003, PII S0946672X07000351
    • K Gurusamy BR Davidson 2007 Trace element concentration in metastatic liver disease-a systematic review J Trace Elem Med Bio 21 169 177 10.1016/j.jtemb.2007.03.003 1:CAS:528:DC%2BD2sXht1Wnu7vK (Pubitemid 47241217)
    • (2007) Journal of Trace Elements in Medicine and Biology , vol.21 , Issue.3 , pp. 169-177
    • Gurusamy, K.1    Davidson, B.R.2
  • 12
    • 33847012900 scopus 로고    scopus 로고
    • Sequential trace element changes in serum and blood during a common viral infection in mice
    • 10.1016/j.jtemb.2006.11.003 1:CAS:528:DC%2BD2sXltFWjtro%3D
    • P Frisk P Darnerud G Friman J Blomberg NG Ilbäck 2007 Sequential trace element changes in serum and blood during a common viral infection in mice J Trace Elem Med Bio 21 29 36 10.1016/j.jtemb.2006.11.003 1:CAS:528: DC%2BD2sXltFWjtro%3D
    • (2007) J Trace Elem Med Bio , vol.21 , pp. 29-36
    • Frisk, P.1    Darnerud, P.2    Friman, G.3    Blomberg, J.4    Ilbäck, N.G.5
  • 13
    • 33845646941 scopus 로고    scopus 로고
    • Experimental design optimization for the ICP-AES determination of Li, Na, K, Al, Fe, Mn and Zn in human serum
    • DOI 10.1016/j.jpba.2006.07.054, PII S0731708506006467
    • F Bianchi M Maffini A Mangia E Marengo C Mucchino 2007 Experimental design optimization for the ICP-AES determination of Li, Na, K, Al, Fe, Mn and Zn in human serum J Pharm Biomed Anal 43 659 665 10.1016/j.jpba.2006.07.054 1:CAS:528:DC%2BD2sXhsFaqsQ%3D%3D 17079109 (Pubitemid 44960593)
    • (2007) Journal of Pharmaceutical and Biomedical Analysis , vol.43 , Issue.2 , pp. 659-665
    • Bianchi, F.1    Maffini, M.2    Mangia, A.3    Marengo, E.4    Mucchino, C.5
  • 14
    • 61449171908 scopus 로고    scopus 로고
    • Early prediction of lung cancer based on the combination of trace element analysis in urine and an Adaboost algorithm
    • 10.1016/j.jpba.2008.12.010 1:CAS:528:DC%2BD1MXivVGjtL4%3D 19150588
    • C Tan H Chen CY Xia 2009 Early prediction of lung cancer based on the combination of trace element analysis in urine and an Adaboost algorithm J Pharm Biomed Anal 49 746 752 10.1016/j.jpba.2008.12.010 1:CAS:528: DC%2BD1MXivVGjtL4%3D 19150588
    • (2009) J Pharm Biomed Anal , vol.49 , pp. 746-752
    • Tan, C.1    Chen, H.2    Xia, C.Y.3
  • 15
    • 0035114558 scopus 로고    scopus 로고
    • Cancer statistics
    • 10.3322/canjclin.51.1.15 1:STN:280:DC%2BD3MrjtFGisg%3D%3D 11577478
    • RT Greenlee MB Hill-Harmon T Murray M Thun 2001 Cancer statistics CA-Cancer J Clin 51 15 36 10.3322/canjclin.51.1.15 1:STN:280: DC%2BD3MrjtFGisg%3D%3D 11577478
    • (2001) CA-Cancer J Clin , vol.51 , pp. 15-36
    • Greenlee, R.T.1    Hill-Harmon, M.B.2    Murray, T.3    Thun, M.4
  • 16
    • 33751238200 scopus 로고    scopus 로고
    • Detection of ovarian cancer using chemometric analysis of proteomic profiles
    • DOI 10.1016/j.chemolab.2006.03.008, PII S0169743906001122
    • OP Whelehan ME Earll E Johansson M Toft L Eriksson 2006 Detection of ovarian cancer using chemometric analysis of proteomic profiles Chemom Intell Lab Syst 84 82 87 10.1016/j.chemolab.2006.03.008 1:CAS:528:DC%2BD28XhtF2ht7nN (Pubitemid 44780791)
    • (2006) Chemometrics and Intelligent Laboratory Systems , vol.84 , Issue.1-2 SPEC. ISS. , pp. 82-87
    • Whelehan, O.P.1    Earll, M.E.2    Johansson, E.3    Toft, M.4    Eriksson, L.5
  • 17
    • 0242593957 scopus 로고    scopus 로고
    • Near-infrared Raman spectroscopy for optical diagnosis of lung cancer
    • DOI 10.1002/ijc.11500
    • ZW Huang A Mcwilliams H Lui D Mclean S Lan HS Zeng 2003 Near-infrared Raman spectroscopy for optical diagnosis of lung cancer Int J Cancer 107 1047 1052 10.1002/ijc.11500 1:CAS:528:DC%2BD3sXptFOgur4%3D 14601068 (Pubitemid 37429849)
    • (2003) International Journal of Cancer , vol.107 , Issue.6 , pp. 1047-1052
    • Huang, Z.1    McWilliams, A.2    Lui, H.3    McLean, D.I.4    Lam, S.5    Zeng, H.6
  • 18
    • 0345117343 scopus 로고    scopus 로고
    • Comparison of linear and nonlinear classification algorithms for the prediction of drug and chemical metabolism by human UDP-glucuronosyltransferase isoforms
    • 1:CAS:528:DC%2BD3sXnt1Ohsbs%3D 14632453
    • MJ Sorich JO Miners RA McKinnon DA Winkler FR Burden PA Smith 2003 Comparison of linear and nonlinear classification algorithms for the prediction of drug and chemical metabolism by human UDP-glucuronosyltransferase isoforms J Chem Inf Comput Sci 43 2019 2024 1:CAS:528:DC%2BD3sXnt1Ohsbs%3D 14632453
    • (2003) J Chem Inf Comput Sci , vol.43 , pp. 2019-2024
    • Sorich, M.J.1    Miners, J.O.2    McKinnon, R.A.3    Winkler, D.A.4    Burden, F.R.5    Smith, P.A.6
  • 21
    • 49749104280 scopus 로고    scopus 로고
    • Random subspace regression ensemble for near-infrared spectroscopic calibration of tobacco samples
    • 10.2116/analsci.24.647 1:CAS:528:DC%2BD1cXnvFClu7o%3D 18469472
    • C Tan ML Li X Qin 2008 Random subspace regression ensemble for near-infrared spectroscopic calibration of tobacco samples Anal Sci 24 647 653 10.2116/analsci.24.647 1:CAS:528:DC%2BD1cXnvFClu7o%3D 18469472
    • (2008) Anal Sci , vol.24 , pp. 647-653
    • Tan, C.1    Li, M.L.2    Qin, X.3
  • 22
    • 25444484657 scopus 로고    scopus 로고
    • Managing diversity in regression ensembles
    • G Brown JL Wyatt P Tino 2005 Managing diversity in regression ensembles J Mach Learn Res 6 1621 1650
    • (2005) J Mach Learn Res , vol.6 , pp. 1621-1650
    • Brown, G.1    Wyatt, J.L.2    Tino, P.3
  • 23
    • 18844431843 scopus 로고    scopus 로고
    • Ensemble methods and partial least squares regression
    • DOI 10.1002/cem.895
    • B-H Mevik VH Segtnan T Næs 2004 Ensemble methods and partial least squares regression J Chemometr 18 498 507 10.1002/cem.895 1:CAS:528: DC%2BD2MXksFyrt7c%3D (Pubitemid 40688863)
    • (2004) Journal of Chemometrics , vol.18 , Issue.11 , pp. 498-507
    • Mevik, B.-H.1    Segtnan, V.H.2    Naes, T.3
  • 25
    • 0347761417 scopus 로고    scopus 로고
    • Improving the classification accuracy in chemistry via boosting technique
    • DOI 10.1016/j.chemolab.2003.10.001
    • P He CJ Xu YZ Liang KT Fang 2004 Improving the classification accuracy in chemistry via boosting technique Chemom Intell Lab Syst 70 39 46 10.1016/j.chemolab.2003.10.001 1:CAS:528:DC%2BD2cXksFSksQ%3D%3D (Pubitemid 38102217)
    • (2004) Chemometrics and Intelligent Laboratory Systems , vol.70 , Issue.1 , pp. 39-46
    • He, P.1    Xu, C.-J.2    Liang, Y.-Z.3    Fang, K.-T.4
  • 26
    • 14744269749 scopus 로고    scopus 로고
    • Boosting partial least squares
    • DOI 10.1021/ac048561m
    • MH Zhang QS Xu DL Massart 2005 Boosting partial least squares Anal Chem 77 1423 1431 10.1021/ac048561m 1:CAS:528:DC%2BD2MXosV2qsw%3D%3D 15732927 (Pubitemid 40327883)
    • (2005) Analytical Chemistry , vol.77 , Issue.5 , pp. 1423-1431
    • Zhang, M.H.1    Xu, Q.S.2    Massart, D.L.3
  • 27
    • 34249307438 scopus 로고    scopus 로고
    • Investigations of bagged kernel partial least squares (KPLS) and boosting KPLS with applications to near-infrared (NIR) spectra
    • 10.1002/cem.1018 1:CAS:528:DC%2BD2sXmt1Ontbk%3D
    • H Shinzawa JH Jiang P Ritthiruangdej Y Ozaki 2006 Investigations of bagged kernel partial least squares (KPLS) and boosting KPLS with applications to near-infrared (NIR) spectra J Chemometr 20 436 444 10.1002/cem.1018 1:CAS:528:DC%2BD2sXmt1Ontbk%3D
    • (2006) J Chemometr , vol.20 , pp. 436-444
    • Shinzawa, H.1    Jiang, J.H.2    Ritthiruangdej, P.3    Ozaki, Y.4
  • 28
    • 33847276241 scopus 로고    scopus 로고
    • Dry film method with ytterbium as the internal standard for near infrared spectroscopic plasma glucose assay coupled with boosting support vector regression
    • 10.1002/cem.974
    • YP Zhou JH Jiang HL Wu GL Shen RQ Yu Y Ozaki 2006 Dry film method with ytterbium as the internal standard for near infrared spectroscopic plasma glucose assay coupled with boosting support vector regression J Chemometr 20 13 21 10.1002/cem.974
    • (2006) J Chemometr , vol.20 , pp. 13-21
    • Zhou, Y.P.1    Jiang, J.H.2    Wu, H.L.3    Shen, G.L.4    Yu, R.Q.5    Ozaki, Y.6
  • 29
    • 34548249602 scopus 로고    scopus 로고
    • Study of the feasibility of distinguishing cigarettes of different brands using an Adaboost algorithm and near-infrared spectroscopy
    • DOI 10.1007/s00216-007-1461-2, Molecular Imprinting
    • C Tan ML Li X Qin 2007 Study of the feasibility of distinguishing cigarettes of different brands using an Adaboost algorithm and near-infrared spectroscopy Anal Bioanal Chem 389 667 676 10.1007/s00216-007-1461-2 1:CAS:528:DC%2BD2sXpsFSjt7Y%3D 17641880 (Pubitemid 47319592)
    • (2007) Analytical and Bioanalytical Chemistry , vol.389 , Issue.2 , pp. 667-674
    • Tan, C.1    Li, M.2    Qin, X.3
  • 30
    • 0031211090 scopus 로고    scopus 로고
    • A decision-theoretic generalization of on-line learning and an application to boosting
    • 10.1006/jcss.1997.1504
    • Y Freund RE Schapire 1997 A decision-theoretic generalization of on-line learning and an application to boosting J Comput Syst Sci 55 119 139 10.1006/jcss.1997.1504
    • (1997) J Comput Syst Sci , vol.55 , pp. 119-139
    • Freund, Y.1    Schapire, R.E.2
  • 31
    • 0037186544 scopus 로고    scopus 로고
    • Stochastic gradient boosting
    • DOI 10.1016/S0167-9473(01)00065-2, PII S0167947301000652
    • JH Friedman 2002 Stochastic gradient boosting Comput Stat Data Anal 38 367 378 10.1016/S0167-9473(01)00065-2 (Pubitemid 34197167)
    • (2002) Computational Statistics and Data Analysis , vol.38 , Issue.4 , pp. 367-378
    • Friedman, J.H.1
  • 32
    • 10044235707 scopus 로고    scopus 로고
    • Diagnosing anorexia based on partial least squares, back-propagation neural network, and support vector machines
    • 1:CAS:528:DC%2BD2cXnsVOnsbo%3D 15554673
    • CY Zhao RS Zhang HX Liu CX Xue SG Zhao XF Zhou MC Liu BT Fan 2004 Diagnosing anorexia based on partial least squares, back-propagation neural network, and support vector machines J Chem Inf Comput Sci 44 2040 2046 1:CAS:528:DC%2BD2cXnsVOnsbo%3D 15554673
    • (2004) J Chem Inf Comput Sci , vol.44 , pp. 2040-2046
    • Zhao, C.Y.1    Zhang, R.S.2    Liu, H.X.3    Xue, C.X.4    Zhao, S.G.5    Zhou, X.F.6    Liu, M.C.7    Fan, B.T.8
  • 34
    • 24344508185 scopus 로고    scopus 로고
    • A method for calibration and validation subset partitioning
    • DOI 10.1016/j.talanta.2005.03.025, PII S003991400500192X
    • RKH Galváo MCU Araújo GE José MJC Pontes EC Silva TCB Saldanha 2005 A method for calibration and validation subset partitioning Talanta 67 736 740 10.1016/j.talanta.2005.03.025 18970233 (Pubitemid 41252279)
    • (2005) Talanta , vol.67 , Issue.4 , pp. 736-740
    • Galvao, R.K.H.1    Araujo, M.C.U.2    Jose, G.E.3    Pontes, M.J.C.4    Silva, E.C.5    Saldanha, T.C.B.6
  • 35
    • 0035085245 scopus 로고    scopus 로고
    • Age-dependent influence of dietary zinc restriction on short-term memory in male rats
    • DOI 10.1016/S0031-9384(00)00421-2, PII S0031938400004212
    • KA Keller A Grider JA Coffield 2001 Age-dependent influence of dietary zinc restriction on short-term memory in male rats Physiol Behav 72 339 348 10.1016/S0031-9384(00)00421-2 1:CAS:528:DC%2BD3MXit1Sisb8%3D 11274675 (Pubitemid 32234418)
    • (2001) Physiology and Behavior , vol.72 , Issue.3 , pp. 339-348
    • Keller, K.A.1    Grider, A.2    Coffield, J.A.3
  • 36
    • 0034205292 scopus 로고    scopus 로고
    • Why trace elements are important
    • 10.1016/S0378-3820(99)00073-9
    • JS Dalway 2000 Why trace elements are important Fuel Process Technol 65 21 23 10.1016/S0378-3820(99)00073-9
    • (2000) Fuel Process Technol , vol.65 , pp. 21-23
    • Dalway, J.S.1
  • 37
    • 0034012510 scopus 로고    scopus 로고
    • Neurobiology of zinc-influenced eating behavior
    • NF Shay HF Manigan 2000 Neurobiology of zinc-influenced eating behavior J Nutr 130 1493 1499
    • (2000) J Nutr , vol.130 , pp. 1493-1499
    • Shay, N.F.1    Manigan, H.F.2
  • 38
    • 0035802880 scopus 로고    scopus 로고
    • Human placenta as a 'dual' biomarker for monitoring fetal and maternal environment with special reference to potentially toxic trace elements. Part 2: Essential minor, trace and other nonessential elements in human placenta
    • 10.1016/S0048-9697(01)00826-9
    • GV Iyengara A Rappb 2000 Human placenta as a 'dual' biomarker for monitoring fetal and maternal environment with special reference to potentially toxic trace elements. Part 2: essential minor, trace and other nonessential elements in human placenta Sci Total Environ 280 207 219 10.1016/S0048-9697(01) 00826-9
    • (2000) Sci Total Environ , vol.280 , pp. 207-219
    • Iyengara, G.V.1    Rappb, A.2
  • 41
    • 0036800770 scopus 로고    scopus 로고
    • Serum and tissue trace elements in patients with breast cancer in Taiwan
    • DOI 10.1385/BTER:89:1:1
    • HS Kuo SF Chen CC Wu DR Chen JH Lee 2002 Serum and tissue trace elements in patients with breast cancer in Taiwan Biol Trace Elem Res 89 1 11 10.1385/BTER:89:1:1 1:CAS:528:DC%2BD38XosF2lsrk%3D 12413046 (Pubitemid 35222150)
    • (2002) Biological Trace Element Research , vol.89 , Issue.1 , pp. 1-11
    • Kuo, H.W.1    Chen, S.F.2    Wu, C.C.3    Chen, D.R.4    Lee, J.H.5
  • 42
    • 2542507509 scopus 로고    scopus 로고
    • Copper, zinc and superoxide dismutase in precancerous, benign diseases and gastric, colorectal and breast cancer
    • 1:STN:280:DyaK1MzpsVejuw%3D%3D 10466433
    • T Magalova V Bella A Brtkova I Beno M Kudlackova K Volkovova 1999 Copper, zinc and superoxide dismutase in precancerous, benign diseases and gastric, colorectal and breast cancer Neoplasma 46 100 104 1:STN:280:DyaK1MzpsVejuw%3D%3D 10466433
    • (1999) Neoplasma , vol.46 , pp. 100-104
    • Magalova, T.1    Bella, V.2    Brtkova, A.3    Beno, I.4    Kudlackova, M.5    Volkovova, K.6
  • 43
    • 1842635409 scopus 로고    scopus 로고
    • Environmental hypothesis: Is poor dietary selenium intake an underlying factor for arsenicosis and cancer in Bangladesh and West Bengal, India?
    • DOI 10.1016/j.scitotenv.2003.09.034, PII S0048969703005850
    • JE Spallholz LB Mallory MM Rhaman 2004 Environmental hypothesis: is poor dietary selenium intake an underlying factor for arsenicosis and cancer in Bangladesh and West Bengal, India Sci Total Environ 323 21 32 10.1016/j.scitotenv.2003.09.034 1:CAS:528:DC%2BD2cXivFyiu7s%3D 15081714 (Pubitemid 38481883)
    • (2004) Science of the Total Environment , vol.323 , Issue.1-3 , pp. 21-32
    • Spallholz, J.E.1    Boylan, L.M.2    Rhaman, M.M.3
  • 44
    • 0031840328 scopus 로고    scopus 로고
    • Selenium: A new entrant into the functional food arena
    • DOI 10.1016/S0924-2244(98)00027-2, PII S0924224498000272
    • R Conor 1998 Selenium: a new entrant into the functional food arena Trends Food Sci Technol 9 114 118 10.1016/S0924-2244(98)00027-2 (Pubitemid 28290162)
    • (1998) Trends in Food Science and Technology , vol.9 , Issue.3 , pp. 114-118
    • Reilly, C.1
  • 45
    • 3042547599 scopus 로고    scopus 로고
    • Status of antioxidant defense system in chromium-induced Swiss mice tissues
    • DOI 10.1016/j.etap.2004.02.005, PII S1382668904000651
    • UR Acharya M Mishra I Mishra 2004 Status of antioxidant defense system in chromium-induced Swiss mice tissues Environ Toxicol Pharmacol 17 117 123 10.1016/j.etap.2004.02.005 1:CAS:528:DC%2BD2cXltF2qsbc%3D (Pubitemid 38832521)
    • (2004) Environmental Toxicology and Pharmacology , vol.17 , Issue.3 , pp. 117-123
    • Acharya, U.R.1    Mishra, M.2    Mishra, I.3
  • 46
    • 0025636276 scopus 로고
    • Minor and trace elemental contents of cancerous breast tissue measured by instrumental and radiochemical neutron activation analysis
    • 10.1007/BF02992704 1704754
    • AN Garg RG Weginwar V Sagdeo 1990 Minor and trace elemental contents of cancerous breast tissue measured by instrumental and radiochemical neutron activation analysis Biol Trace Elem Res 26-27 485 496 10.1007/BF02992704 1704754
    • (1990) Biol Trace Elem Res , vol.2627 , pp. 485-496
    • Garg, A.N.1    Weginwar, R.G.2    Sagdeo, V.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.