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Volumn 85, Issue 6, 2014, Pages 501-511

Automated detection of circulating tumor cells with naive Bayesian classifiers

Author keywords

Biomedical image processing; Cancer detection; Gaussian mixture model; Support vector machines

Indexed keywords

ALGORITHM; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BAYES THEOREM; EARLY DIAGNOSIS; HUMAN; NEOPLASMS; PATHOLOGY; PERSONALIZED MEDICINE; PROCEDURES; SUPPORT VECTOR MACHINE; TUMOR EMBOLISM; ULTRASTRUCTURE;

EID: 84901410582     PISSN: 15524922     EISSN: 15524930     Source Type: Journal    
DOI: 10.1002/cyto.a.22471     Document Type: Article
Times cited : (41)

References (67)
  • 4
    • 42649100970 scopus 로고    scopus 로고
    • Detection, clinical relevance and specific biological properties of disseminating tumour cells
    • Pantel K, Brakenhoff RH, Brandt B. Detection, clinical relevance and specific biological properties of disseminating tumour cells. Nat Rev Cancer 2008;8:329-340.
    • (2008) Nat Rev Cancer , vol.8 , pp. 329-340
    • Pantel, K.1    Brakenhoff, R.H.2    Brandt, B.3
  • 5
    • 27444444117 scopus 로고    scopus 로고
    • Increase in number of circulating disseminated epithelial cells after surgery for non-small cell lung cancer monitored by maintrac(r) is a predictor for relapse: A preliminary report
    • Rolle A, Gunzel R, Pachmann U, Willen B, Hoffken K, Pachmann K. Increase in number of circulating disseminated epithelial cells after surgery for non-small cell lung cancer monitored by maintrac(r) is a predictor for relapse: A preliminary report. World J Surg Oncol 2005;3:18.
    • (2005) World J Surg Oncol , vol.3 , pp. 18
    • Rolle, A.1    Gunzel, R.2    Pachmann, U.3    Willen, B.4    Hoffken, K.5    Pachmann, K.6
  • 6
    • 79952770095 scopus 로고    scopus 로고
    • Ciculating tumour cells: Their utility in cancer management and predicting outcomes
    • 351-265
    • Krebs MG, Hou JM, Ward TH, Blackhall FH, Dive C. Ciculating tumour cells: Their utility in cancer management and predicting outcomes. Ther Adv Med Oncol 2010;2:351-265.
    • (2010) Ther Adv Med Oncol , vol.2
    • Krebs, M.G.1    Hou, J.M.2    Ward, T.H.3    Blackhall, F.H.4    Dive, C.5
  • 9
    • 33847402612 scopus 로고    scopus 로고
    • Detection of circulating tumor cells in peripheral blood of patients with metastatic breast cancer: A validation study of the CellSearch system
    • Riethdorf S, Fritsche H, Müller V, Rau T, Schindlbeck C, Rack B, Janni W, Coith C, Beck K, Jänicke F, et al. Detection of circulating tumor cells in peripheral blood of patients with metastatic breast cancer: A validation study of the CellSearch system. Clin Cancer Res 2007;13:920.
    • (2007) Clin Cancer Res , vol.13 , pp. 920
    • Riethdorf, S.1    Fritsche, H.2    Müller, V.3    Rau, T.4    Schindlbeck, C.5    Rack, B.6    Janni, W.7    Coith, C.8    Beck, K.9    Jänicke, F.10
  • 10
    • 80052526439 scopus 로고    scopus 로고
    • A high-performance microsystem for isolating circulating tumor cells
    • Zheng X, Cheung LSL, Schroeder JA, Jiang L, Zohar Y. A high-performance microsystem for isolating circulating tumor cells. Lab Chip 2011;11:3269-3276.
    • (2011) Lab Chip , vol.11 , pp. 3269-3276
    • Zheng, X.1    Cheung, L.S.L.2    Schroeder, J.A.3    Jiang, L.4    Zohar, Y.5
  • 12
    • 77951922478 scopus 로고    scopus 로고
    • Capture of circulating tumor cells from whole blood of prostate cancer patients using geometrically enhanced differential immunocapture (GEDI) and a prostate-specific antibody
    • Gleghorn JP, Pratt ED, Denning D, Liu H, Bander NH, Tagawa ST, Nanus DM, Giannakakou PA, Kirby BJ. Capture of circulating tumor cells from whole blood of prostate cancer patients using geometrically enhanced differential immunocapture (GEDI) and a prostate-specific antibody. Lab Chip 2010;10:27-29.
    • (2010) Lab Chip , vol.10 , pp. 27-29
    • Gleghorn, J.P.1    Pratt, E.D.2    Denning, D.3    Liu, H.4    Bander, N.H.5    Tagawa, S.T.6    Nanus, D.M.7    Giannakakou, P.A.8    Kirby, B.J.9
  • 13
    • 84860478432 scopus 로고    scopus 로고
    • Aptamer-enabled efficient isolation of cancer cells from whole blood using a microfluidic device
    • Sheng W, Chen T, Kamath R, Xiong X, Tan W, Fan ZH. Aptamer-enabled efficient isolation of cancer cells from whole blood using a microfluidic device. Anal Chem 2012;84:4199-4206.
    • (2012) Anal Chem , vol.84 , pp. 4199-4206
    • Sheng, W.1    Chen, T.2    Kamath, R.3    Xiong, X.4    Tan, W.5    Fan, Z.H.6
  • 16
    • 79956371490 scopus 로고    scopus 로고
    • Pinched flow coupled shear-modulated inertial microfluidics for high-throughput rare blood cell separation
    • Bhagat AA, Hou HW, Li LD, Lim CT, Han J. Pinched flow coupled shear-modulated inertial microfluidics for high-throughput rare blood cell separation. Lab Chip 2011;11:1870-1878.
    • (2011) Lab Chip , vol.11 , pp. 1870-1878
    • Bhagat, A.A.1    Hou, H.W.2    Li, L.D.3    Lim, C.T.4    Han, J.5
  • 17
    • 84885956968 scopus 로고    scopus 로고
    • Circulating tumor cells in pancreatic cancer patients: Methods of detection and clinical implications
    • Tjensvoll K, Nordgård O, Smaaland R. Circulating tumor cells in pancreatic cancer patients: Methods of detection and clinical implications. Int J Cancer 2014;134:1-8.
    • (2014) Int J Cancer , vol.134 , pp. 1-8
    • Tjensvoll, K.1    Nordgård, O.2    Smaaland, R.3
  • 18
    • 33847624566 scopus 로고    scopus 로고
    • Statistical considerations for enumeration of circulating tumor cells
    • Tibbe AGJ, Miller MC, Terstappen LWMM. Statistical considerations for enumeration of circulating tumor cells. Cytometry Part A 2007;71A:154-162.
    • (2007) Cytometry Part A , vol.71 A , pp. 154-162
    • Tibbe, A.G.J.1    Miller, M.C.2    Terstappen, L.W.M.M.3
  • 19
    • 18044364593 scopus 로고    scopus 로고
    • Detection and quantification of circulating tumor cells in mouse models of human breast cancer using immunomagnetic enrichment and multiparameter flow cytometry
    • Allan AL, Vantyghem SA, Tuck AB, Chambers AF, Chin-Yee IH, Keeney M. Detection and quantification of circulating tumor cells in mouse models of human breast cancer using immunomagnetic enrichment and multiparameter flow cytometry. Cytometry Part A 2005;65A:4-14.
    • (2005) Cytometry Part A , vol.65 A , pp. 4-14
    • Allan, A.L.1    Vantyghem, S.A.2    Tuck, A.B.3    Chambers, A.F.4    Chin-Yee, I.H.5    Keeney, M.6
  • 20
    • 34547487297 scopus 로고    scopus 로고
    • In vivo quantitation of rare circulating tumor cells by multiphoton intravital flow cytometry
    • He W, Wang H, Hartmann LC, Cheng J-X, Low PS. In vivo quantitation of rare circulating tumor cells by multiphoton intravital flow cytometry. Proc Natl Acad Sci 2007, 104:11760-11765.
    • (2007) Proc Natl Acad Sci , vol.104 , pp. 11760-11765
    • He, W.1    Wang, H.2    Hartmann, L.C.3    Cheng, J.-X.4    Low, P.S.5
  • 21
    • 84901388770 scopus 로고    scopus 로고
    • Detection of circulating melanoma cells in human blood using photoacoustic flowmetry. In: 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Minneapolis, MN: Proceedings of the IEEE Conference Publications
    • Weight RM, Dale PS, Viator JA. Detection of circulating melanoma cells in human blood using photoacoustic flowmetry. In: 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Minneapolis, MN: Proceedings of the IEEE Conference Publications, 2010.
    • (2010)
    • Weight, R.M.1    Dale, P.S.2    Viator, J.A.3
  • 22
    • 79551693066 scopus 로고    scopus 로고
    • Circulating tumor cells: Approaches to isolation and characterization
    • Yu M, Stott S, Toner M, Maheswaran S, Haber DA. Circulating tumor cells: Approaches to isolation and characterization. J Cell Biol 2011;192:373-382.
    • (2011) J Cell Biol , vol.192 , pp. 373-382
    • Yu, M.1    Stott, S.2    Toner, M.3    Maheswaran, S.4    Haber, D.A.5
  • 23
  • 24
    • 3042703017 scopus 로고    scopus 로고
    • Medical shape memory alloy applications the market and its products
    • Morgan N. Medical shape memory alloy applications the market and its products. Mater Sci Eng A 2004;378:16-23.
    • (2004) Mater Sci Eng A , vol.378 , pp. 16-23
    • Morgan, N.1
  • 27
    • 84878604752 scopus 로고    scopus 로고
    • Epithelial cell adhesion molecule-positive circulating tumor cells as predictive biomarker in patients with prostate cancer
    • Amato RJ, Melnikova V, Zhang Y, Liu W, Saxena S, Shah PK, Jensen BT, Torres KE, Davis DW. Epithelial cell adhesion molecule-positive circulating tumor cells as predictive biomarker in patients with prostate cancer. Urology 2013;81:1303-1307.
    • (2013) Urology , vol.81 , pp. 1303-1307
    • Amato, R.J.1    Melnikova, V.2    Zhang, Y.3    Liu, W.4    Saxena, S.5    Shah, P.K.6    Jensen, B.T.7    Torres, K.E.8    Davis, D.W.9
  • 30
    • 84880336527 scopus 로고    scopus 로고
    • Advances of lab-on-a-chip in isolation, detection and post-processing of circulating tumour cells
    • Yu L, Ng SR, Xu Y, Dong H, Li CM. Advances of lab-on-a-chip in isolation, detection and post-processing of circulating tumour cells. Lab Chip 2013;13:3163-3182.
    • (2013) Lab Chip , vol.13 , pp. 3163-3182
    • Yu, L.1    Ng, S.R.2    Xu, Y.3    Dong, H.4    Li, C.M.5
  • 31
    • 78751513021 scopus 로고    scopus 로고
    • Circulating tumor cells: The grand challenge
    • den Toonder J. Circulating tumor cells: The grand challenge. Lab Chip 2011;11:375-377.
    • (2011) Lab Chip , vol.11 , pp. 375-377
    • den Toonder, J.1
  • 32
    • 84862234603 scopus 로고    scopus 로고
    • A combined micromagnetic-microfluidic device for rapid capture and culture of rare circulating tumor cells
    • Kang JH, Krause S, Tobin H, Mammoto A, Kanapathipillai M, Ingber DE. A combined micromagnetic-microfluidic device for rapid capture and culture of rare circulating tumor cells. Lab Chip 2012;12:2175-2181.
    • (2012) Lab Chip , vol.12 , pp. 2175-2181
    • Kang, J.H.1    Krause, S.2    Tobin, H.3    Mammoto, A.4    Kanapathipillai, M.5    Ingber, D.E.6
  • 34
    • 0032594951 scopus 로고    scopus 로고
    • Support vector machines for histogram-based image classification
    • Chapelle O, Haffner P, Vapnik VN. Support vector machines for histogram-based image classification. IEEE Trans Neural Netw 1999;10:1055-1064.
    • (1999) IEEE Trans Neural Netw , vol.10 , pp. 1055-1064
    • Chapelle, O.1    Haffner, P.2    Vapnik, V.N.3
  • 35
    • 42049123647 scopus 로고    scopus 로고
    • Automated gating of flow cytometry data via robust model-based clustering
    • Lo K, Brinkman RR, Gottardo R. Automated gating of flow cytometry data via robust model-based clustering. Cytometry Part A 2008;73A:321-332.
    • (2008) Cytometry Part A , vol.73 A , pp. 321-332
    • Lo, K.1    Brinkman, R.R.2    Gottardo, R.3
  • 38
    • 79955149044 scopus 로고    scopus 로고
    • Image-derived, three-dimensional generative models of cellular organization
    • Peng T, Murphy RF. Image-derived, three-dimensional generative models of cellular organization. Cytometry Part A 2011;79A:383-391.
    • (2011) Cytometry Part A , vol.79 A , pp. 383-391
    • Peng, T.1    Murphy, R.F.2
  • 39
    • 84865160982 scopus 로고    scopus 로고
    • Towards the virtual cell: Automated approaches to building models of subcellular organization 'learned' from microscopy images
    • Buck TE, Li J, Rohde GK, Murphy RF. Towards the virtual cell: Automated approaches to building models of subcellular organization 'learned' from microscopy images. Bioessays 2012;34:791-799.
    • (2012) Bioessays , vol.34 , pp. 791-799
    • Buck, T.E.1    Li, J.2    Rohde, G.K.3    Murphy, R.F.4
  • 40
    • 84901407546 scopus 로고    scopus 로고
    • Mixture models for analysis of the taxonomic composition of metagenomes
    • Meinicke P, Aßhauer KP, Lingner T. Mixture models for analysis of the taxonomic composition of metagenomes. Bioinformatics 2011;10:1093.
    • (2011) Bioinformatics , vol.10 , pp. 1093
    • Meinicke, P.1    Aßhauer, K.P.2    Lingner, T.3
  • 42
    • 0033556788 scopus 로고    scopus 로고
    • Mixtures of probabilistic principal component analyzers
    • Tipping ME, Bishop CM. Mixtures of probabilistic principal component analyzers. Neural Comput 1999;11:443-482.
    • (1999) Neural Comput , vol.11 , pp. 443-482
    • Tipping, M.E.1    Bishop, C.M.2
  • 43
    • 0033683589 scopus 로고    scopus 로고
    • A probabilistic architecture for content-based image r In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, Hilton Head Island, SC, Vol. ; . pp -.
    • Vasconcelos N, Lippman A. A probabilistic architecture for content-based image retrieval. In: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, Hilton Head Island, SC, Vol. 1; 2000. pp 216-221.
    • (2000) , vol.1 , pp. 216-221
    • Vasconcelos, N.1    Lippman, A.2
  • 44
    • 80054815184 scopus 로고    scopus 로고
    • A Survey on Visual Content-Based Video Indexing and R IEEE Trans Syst Man Cybern, Part C: Appl Rev
    • Hu W, Xie N, Li L, Zeng X, Maybank S. A Survey on Visual Content-Based Video Indexing and Retrieval. IEEE Trans Syst Man Cybern, Part C: Appl Rev 2011;41:797-819.
    • (2011) , vol.41 , pp. 797-819
    • Hu, W.1    Xie, N.2    Li, L.3    Zeng, X.4    Maybank, S.5
  • 45
    • 84859096106 scopus 로고    scopus 로고
    • Wavelet modeling using finite mixtures of generalized Gaussian distributions: Application to texture discrimination and retrieval
    • Alili MS. Wavelet modeling using finite mixtures of generalized Gaussian distributions: Application to texture discrimination and retrieval. IEEE Trans Image Process 2012;21:1452-1464.
    • (2012) IEEE Trans Image Process , vol.21 , pp. 1452-1464
    • Alili, M.S.1
  • 46
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the EM algorithm
    • Dempster AP, Laird NM, Rubin DB. Maximum likelihood from incomplete data via the EM algorithm. J R Stat Soc Ser B 1977;39:1-38.
    • (1977) J R Stat Soc Ser B , vol.39 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 49
    • 84901412297 scopus 로고    scopus 로고
    • Mahotas: Open source software for scriptable computer vision. JORS 2013;1:e3.
    • Coelho LP. Mahotas: Open source software for scriptable computer vision. JORS 2013;1:e3.
    • Coelho, L.P.1
  • 51
    • 0013941208 scopus 로고
    • S-potentials from colour units in the retina of fish (cyprinidae)
    • Naka KI, Rushton WAH. S-potentials from colour units in the retina of fish (cyprinidae). J Physiol 1966;185:536-555.
    • (1966) J Physiol , vol.185 , pp. 536-555
    • Naka, K.I.1    Rushton, W.A.H.2
  • 52
    • 0018306059 scopus 로고
    • A threshold selection method from gray-level histograms
    • Otsu N. A threshold selection method from gray-level histograms. IEEE Trans Syst Man Cybern 1979;9:62-66.
    • (1979) IEEE Trans Syst Man Cybern , vol.9 , pp. 62-66
    • Otsu, N.1
  • 53
    • 0002855504 scopus 로고    scopus 로고
    • The ordered queue and the optimality of the watershed approaches. In: Mathematical Morphology and Its Applications to Image and Signal Processing, Vol. . Dordrecht, Netherlands: Kluwer;
    • Lotufo RA, Falcão AX. The ordered queue and the optimality of the watershed approaches. In: Mathematical Morphology and Its Applications to Image and Signal Processing, Vol. 18. Dordrecht, Netherlands: Kluwer; 2000. pp 341-350.
    • (2000) , vol.18 , pp. 341-350
    • Lotufo, R.A.1    Falcão, A.X.2
  • 54
    • 0000950331 scopus 로고    scopus 로고
    • The watershed transform: Definitions, algorithms and parallelization strategies
    • Roerdink JBTM, Meijster A. The watershed transform: Definitions, algorithms and parallelization strategies. Fundam Inform 2001;41:187-228.
    • (2001) Fundam Inform , vol.41 , pp. 187-228
    • Roerdink, J.B.T.M.1    Meijster, A.2
  • 56
    • 0034313871 scopus 로고    scopus 로고
    • The earth mover distance as a metric for image retrieval
    • Rubner Y, Tomasi C, Guibas LJ. The earth mover distance as a metric for image retrieval. Int J Comput Vis 2000;40:99-121.
    • (2000) Int J Comput Vis , vol.40 , pp. 99-121
    • Rubner, Y.1    Tomasi, C.2    Guibas, L.J.3
  • 57
    • 77956001933 scopus 로고    scopus 로고
    • Use bin-ratio information for category and scene classification. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010, IEEE Conference Publications, San Francisco, CA; .
    • Xie N, Ling H, Hu W, Zhang X. Use bin-ratio information for category and scene classification. In: IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010, IEEE Conference Publications, San Francisco, CA; 2010.
    • (2010)
    • Xie, N.1    Ling, H.2    Hu, W.3    Zhang, X.4
  • 58
    • 84870595917 scopus 로고    scopus 로고
    • Automated analysis and reannotation of subcellular locations in confocal images from the human protein atlas
    • Li J, Newberg JY, Uhlen M, Lundberg E, Murphy RF. Automated analysis and reannotation of subcellular locations in confocal images from the human protein atlas, PLOS One 2012;7:e50514.
    • (2012) PLOS One , vol.7
    • Li, J.1    Newberg, J.Y.2    Uhlen, M.3    Lundberg, E.4    Murphy, R.F.5
  • 59
    • 0036474679 scopus 로고    scopus 로고
    • Wavelet-based texture retrieval using generalized Gaussian density and Kullback-Leibler distance
    • Do MN, Vetterli M. Wavelet-based texture retrieval using generalized Gaussian density and Kullback-Leibler distance. IEEE Trans Image Process 2002;11:146-158.
    • (2002) IEEE Trans Image Process , vol.11 , pp. 146-158
    • Do, M.N.1    Vetterli, M.2
  • 60
    • 75949093517 scopus 로고    scopus 로고
    • Wavelet optimization for content-based image retrieval in medical databases
    • Quellec G, Lamard M, Cazuguel G, Cochener B, Roux C. Wavelet optimization for content-based image retrieval in medical databases. Med Image Anal 2010;14:227-241.
    • (2010) Med Image Anal , vol.14 , pp. 227-241
    • Quellec, G.1    Lamard, M.2    Cazuguel, G.3    Cochener, B.4    Roux, C.5
  • 62
    • 84901452511 scopus 로고
    • QBIC project: Querying images by content, using color, texture, and shape. In: SPIE Proceedings of Retrieval Methods and Systems for Image Databases II, San Jose, CA;
    • Niblack CW, Barber R, Equitz W, Flickner MD, Glasman EH, Petkovic D, Yanker P, Faloutsos C, Taubin G. QBIC project: Querying images by content, using color, texture, and shape. In: SPIE Proceedings of Retrieval Methods and Systems for Image Databases II, San Jose, CA; Vol. 1908; 1993. pp 173-187.
    • (1908) , vol.1993 , pp. 173-187
    • Niblack, C.W.1    Barber, R.2    Equitz, W.3    Flickner, M.D.4    Glasman, E.H.5    Petkovic, D.6    Yanker, P.7    Faloutsos, C.8    Taubin, G.9
  • 63
    • 72449182195 scopus 로고    scopus 로고
    • Signature quadratic form distances for content-based similarity. In: Proceedings of the 17th ACM International Conference on Multimedia, MM '09. New York, NY, USA: ACM;
    • Beecks C, Uysal MS, Seidl T. Signature quadratic form distances for content-based similarity. In: Proceedings of the 17th ACM International Conference on Multimedia, MM '09. New York, NY, USA: ACM; 2009. pp 697-700.
    • (2009) , pp. 697-700
    • Beecks, C.1    Uysal, M.S.2    Seidl, T.3
  • 65
    • 0003684449 scopus 로고    scopus 로고
    • The Elements of Statistical Learning: Data Mining, Inference and Prediction, 2nd ed
    • Hastie T, Tibshirani R, Friedman J. The Elements of Statistical Learning: Data Mining, Inference and Prediction, 2nd ed. New York, NY: Springer; 2009.
    • (2009) New York, NY: Springer
    • Hastie, T.1    Tibshirani, R.2    Friedman, J.3
  • 66
    • 24644443221 scopus 로고    scopus 로고
    • A probabilistic interpretation of precision, recall and f-score, with implication for evaluation
    • In: Losada DE, Fernández-Luna JM, editors., Vol. . Berlin, Heidelberg: Springer; . pp -.
    • Goutte C, Gaussier E. A probabilistic interpretation of precision, recall and f-score, with implication for evaluation. In: Losada DE, Fernández-Luna JM, editors. Advances in Information Retrieval, Lecture Notes in Computer Science, Vol. 3408. Berlin, Heidelberg: Springer; 2005. pp 345-359.
    • (2005) Advances in Information Retrieval, Lecture Notes in Computer Science , vol.3408 , pp. 345-359
    • Goutte, C.1    Gaussier, E.2
  • 67
    • 84898982939 scopus 로고    scopus 로고
    • Exploiting generative models in discriminative classifiers
    • In:, Vol. . Denver, CO: MIT Press; . pp -.
    • Jaakkola T, Haussler D. Exploiting generative models in discriminative classifiers. In: Advances in Neural Information Processing Systems, Vol. 11. Denver, CO: MIT Press; 1998. pp 487-493.
    • (1998) Advances in Neural Information Processing Systems , vol.11 , pp. 487-493
    • Jaakkola, T.1    Haussler, D.2


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