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Volumn 42, Issue 12, 2018, Pages 1636-1646

Impact of Deep Learning Assistance on the Histopathologic Review of Lymph Nodes for Metastatic Breast Cancer

Author keywords

artificial intelligence; breast cancer; computer aided detection; digital pathology; machine learning

Indexed keywords

AUTOMATED PATTERN RECOGNITION; BIOPSY; BREAST TUMOR; COMPUTER ASSISTED DIAGNOSIS; EVALUATION STUDY; FEMALE; HUMAN; LYMPH NODE; LYMPH NODE METASTASIS; MICROMETASTASIS; OBSERVER VARIATION; PATHOLOGY; PREDICTIVE VALUE; PROCEDURES; PROOF OF CONCEPT; REPRODUCIBILITY; TIME FACTOR; WORKFLOW;

EID: 85056358333     PISSN: 01475185     EISSN: 15320979     Source Type: Journal    
DOI: 10.1097/PAS.0000000000001151     Document Type: Article
Times cited : (360)

References (29)
  • 1
    • 85039173281 scopus 로고    scopus 로고
    • Whole slide imaging versus microscopy for primary diagnosis in surgical pathology: A multicenter blinded randomized noninferiority study of 1992 cases (pivotal study)
    • Mukhopadhyay S, Feldman MD, Abels E, et al. Whole slide imaging versus microscopy for primary diagnosis in surgical pathology: A multicenter blinded randomized noninferiority study of 1992 cases (pivotal study). Am J Surg Pathol. 2018;42:39-52.
    • Am J Surg Pathol , vol.2018 , Issue.42 , pp. 39-52
    • Mukhopadhyay, S.1    Feldman, M.D.2    Abels, E.3
  • 2
    • 85039151891 scopus 로고    scopus 로고
    • Diagnostic efficiency in digital pathology: A comparison of optical versus digital assessment in 510 surgical pathology cases
    • Mills AM, Gradecki SE, Horton BJ, et al. Diagnostic efficiency in digital pathology: A comparison of optical versus digital assessment in 510 surgical pathology cases. Am J Surg Pathol. 2018;42:53-59.
    • (2018) Am J Surg Pathol , vol.42 , pp. 53-59
    • Mills, A.M.1    Gradecki, S.E.2    Horton, B.J.3
  • 3
    • 79952064841 scopus 로고    scopus 로고
    • Observer variability in the interpretation of HER2/neu immunohistochemical expression with unaided and computer-Aided digital microscopy
    • Gavrielides MA, Gallas BD, Lenz P, et al. Observer variability in the interpretation of HER2/neu immunohistochemical expression with unaided and computer-Aided digital microscopy. Arch Pathol Lab Med. 2011;135:233-242.
    • (2011) Arch Pathol Lab Med , vol.135 , pp. 233-242
    • Gavrielides, M.A.1    Gallas, B.D.2    Lenz, P.3
  • 4
    • 84890254448 scopus 로고    scopus 로고
    • Recommendations for human epidermal growth factor receptor 2 testing in breast cancer: American Society of Clinical Oncology/College of American Pathologists clinical practice guideline update
    • Wolff AC, Hammond MEH, Hicks DG, et al. Recommendations for human epidermal growth factor receptor 2 testing in breast cancer: American Society of Clinical Oncology/College of American Pathologists clinical practice guideline update. J Clin Oncol. 2013;31:3997-4013.
    • (2013) J Clin Oncol , vol.31 , pp. 3997-4013
    • Wolff, A.C.1    Meh, H.2    Hicks, D.G.3
  • 5
    • 85047445061 scopus 로고    scopus 로고
    • Not just digital pathology, intelligent digital pathology
    • Acs B, Rimm DL. Not just digital pathology, intelligent digital pathology. JAMA Oncol. 2018;4:403-404.
    • (2018) JAMA Oncol , vol.4 , pp. 403-404
    • Acs, B.1    Rimm, D.L.2
  • 7
    • 84947041871 scopus 로고    scopus 로고
    • ImageNet large scale visual recognition challenge
    • Russakovsky O, Deng J, Su H, et al. ImageNet large scale visual recognition challenge. Int J Comput Vis. 2015;115:211-252.
    • (2015) Int J Comput Vis , vol.115 , pp. 211-252
    • Russakovsky, O.1    Deng, J.2    Su, H.3
  • 10
    • 85038431889 scopus 로고    scopus 로고
    • Diagnostic assessment of deep learning algorithms for detection of lymph node metastases in women with breast cancer
    • Ehteshami Bejnordi B, VetaM, Johannes van Diest P, et al. Diagnostic assessment of deep learning algorithms for detection of lymph node metastases in women with breast cancer. JAMA. 2017;318:2199-2210.
    • (2017) JAMA , vol.318 , pp. 2199-2210
    • Ehteshami Bejnordi, B.1    Veta, M.2    Van Johannes, D.P.3
  • 11
    • 84970028091 scopus 로고    scopus 로고
    • Deep learning as a tool for increased accuracy and efficiency of histopathological diagnosis
    • Litjens G, Sánchez CI, Timofeeva N, et al. Deep learning as a tool for increased accuracy and efficiency of histopathological diagnosis. Sci Rep. 2016;6:26286.
    • (2016) Sci Rep , vol.6 , pp. 26286
    • Litjens, G.1    Sánchez, C.I.2    Timofeeva, N.3
  • 13
    • 79551566712 scopus 로고    scopus 로고
    • Effect of occult metastases on survival in node-negative breast cancer
    • Weaver DL, Ashikaga T, Krag DN, et al. Effect of occult metastases on survival in node-negative breast cancer. N Engl JMed. 2011;364:412-421.
    • (2011) N Engl JMed , vol.364 , pp. 412-421
    • Weaver, D.L.1    Ashikaga, T.2    Krag, D.N.3
  • 14
    • 79751522951 scopus 로고    scopus 로고
    • Axillary dissection vs no axillary dissection in women with invasive breast cancer and sentinel node metastasis: A randomized clinical trial
    • Giuliano AE, Hunt KK, Ballman KV, et al. Axillary dissection vs no axillary dissection in women with invasive breast cancer and sentinel node metastasis: A randomized clinical trial. JAMA. 2011;305:569-575.
    • (2011) JAMA , vol.305 , pp. 569-575
    • Giuliano, A.E.1    Hunt, K.K.2    Ballman, K.V.3
  • 15
    • 84856224777 scopus 로고    scopus 로고
    • Prognostic impact of isolated tumor cells in breast cancer axillary nodes: Single tumor cell(s) versus tumor cell cluster(s) and microanatomic location
    • Vestjens JH, de Boer M, van Diest PJ, et al. Prognostic impact of isolated tumor cells in breast cancer axillary nodes: single tumor cell(s) versus tumor cell cluster(s) and microanatomic location. Breast Cancer Res Treat. 2012;131:645-651.
    • (2012) Breast Cancer Res Treat , vol.131 , pp. 645-651
    • Vestjens, J.H.1    De Boer, M.2    Van Diest, P.J.3
  • 16
    • 84926635391 scopus 로고    scopus 로고
    • 21(st) century workflow: A proposal
    • Fine JL. 21(st) century workflow: A proposal. J Pathol Inform. 2014;5:44.
    • (2014) J Pathol Inform , vol.5 , pp. 44
    • Fine, J.L.1
  • 17
    • 0036827347 scopus 로고    scopus 로고
    • The college of American pathologists laboratory accreditation program
    • Rabinovitch A. The College of American Pathologists laboratory accreditation program. Accredit Qual Assur. 2002;7:473-476.
    • (2002) Accredit Qual Assur , vol.7 , pp. 473-476
    • Rabinovitch, A.1
  • 18
    • 58349088766 scopus 로고    scopus 로고
    • Protocol for the examination of specimens from patients with invasive carcinoma of the breast
    • Lester SC, Bose S, Chen Y-Y, et al. Protocol for the examination of specimens from patients with invasive carcinoma of the breast. Arch Pathol Lab Me. 2009;133:1515-1538.
    • (2009) Arch Pathol Lab Me , vol.133 , pp. 1515-1538
    • Lester, S.C.1    Bose, S.2    Chen, Y.-Y.3
  • 19
    • 84858786052 scopus 로고    scopus 로고
    • Evaluating imaging and computer-Aided detection and diagnosis devices at the FDA
    • Gallas BD, Chan H-P, DOrsi CJ, et al. Evaluating imaging and computer-Aided detection and diagnosis devices at the FDA. Acad Radiol. 2012;19:463-477.
    • (2012) Acad Radiol , vol.19 , pp. 463-477
    • Gallas, B.D.1    Chan, H.-P.2    DOrsi, C.J.3
  • 20
    • 84962439895 scopus 로고    scopus 로고
    • Sentinel lymph node in breast cancer: Review article from a pathologists point of view
    • Apple SK. Sentinel lymph node in breast cancer: review article from a pathologists point of view. J Pathol Transl Med. 2016;50:83-95.
    • (2016) J Pathol Transl Med , vol.50 , pp. 83-95
    • Apple, S.K.1
  • 21
    • 20344389789 scopus 로고    scopus 로고
    • Sentinel node micrometastasis in breast carcinoma may not be an indication for complete axillary dissection
    • Rutledge H, Davis J, Chiu R, et al. Sentinel node micrometastasis in breast carcinoma may not be an indication for complete axillary dissection. Mod Pathol. 2005;18:762-768.
    • (2005) Mod Pathol , vol.18 , pp. 762-768
    • Rutledge, H.1    Davis, J.2    Chiu, R.3
  • 22
    • 84919884411 scopus 로고    scopus 로고
    • Multi-reader multicase studies using the area under the receiver operator characteristic curve as a measure of diagnostic accuracy: Systematic review with a focus on quality of data reporting
    • Dendumrongsup T, Plumb AA, Halligan S, et al. Multi-reader multicase studies using the area under the receiver operator characteristic curve as a measure of diagnostic accuracy: systematic review with a focus on quality of data reporting. PLoS One. 2014;9:e116018.
    • (2014) PLoS One , vol.9 , pp. e116018
    • Dendumrongsup, T.1    Plumb, A.A.2    Halligan, S.3
  • 23
    • 41949108736 scopus 로고    scopus 로고
    • Computer AIDS and human second reading as interventions in screening mammography: Two systematic reviews to compare effects on cancer detection and recall rate
    • Taylor P, Potts HW. Computer aids and human second reading as interventions in screening mammography: Two systematic reviews to compare effects on cancer detection and recall rate. Eur J Cancer. 2008;44:798-807.
    • (2008) Eur J Cancer , vol.44 , pp. 798-807
    • Taylor, P.1    Potts, H.W.2
  • 24
    • 85027869169 scopus 로고    scopus 로고
    • Unintended consequences of machine learning in medicine
    • Cabitza F, Rasoini R, Gensini GF. Unintended consequences of machine learning in medicine. JAMA. 2017;318:517-518.
    • (2017) JAMA , vol.318 , pp. 517-518
    • Cabitza, F.1    Rasoini, R.2    Gensini, G.F.3
  • 25
    • 70449707654 scopus 로고    scopus 로고
    • The Becton Dickinson FocalPoint GS Imaging System: Clinical trials demonstrate significantly improved sensitivity for the detection of important cervical lesions
    • Wilbur DC, Black-Schaffer WS, Luff RD, et al. The Becton Dickinson FocalPoint GS Imaging System: clinical trials demonstrate significantly improved sensitivity for the detection of important cervical lesions. Am J Clin Pathol. 2009;132:767-775.
    • (2009) Am J Clin Pathol , vol.132 , pp. 767-775
    • Wilbur, D.C.1    Black-Schaffer, W.S.2    Luff, R.D.3
  • 26
    • 13244283148 scopus 로고    scopus 로고
    • Assisted primary screening using the automated ThinPrep Imaging System
    • Biscotti CV, Dawson AE, Dziura B, et al. Assisted primary screening using the automated ThinPrep Imaging System. Am J Clin Pathol. 2005;123:281-287.
    • (2005) Am J Clin Pathol , vol.123 , pp. 281-287
    • Biscotti, C.V.1    Dawson, A.E.2    Dziura, B.3
  • 27
    • 85056775083 scopus 로고    scopus 로고
    • Cancer metastases in lymph nodes challenge 2017
    • Accessed May 1, 2018
    • Litjens G, Bandi P, Bejnordi BE, et al. Cancer metastases in lymph nodes challenge 2017 (CAMELYON17). 2017. Available at: https://camelyon17.grand-challenge.org/. Accessed May 1, 2018.
    • (2017) CAMELYON17
    • Litjens, G.1    Bandi, P.2    Bejnordi, B.E.3
  • 28
    • 68849115626 scopus 로고    scopus 로고
    • Micrometastases or isolated tumor cells and the outcome of breast cancer
    • de Boer M, van Deurzen CHM, van Dijck JAAM, et al. Micrometastases or isolated tumor cells and the outcome of breast cancer. N Engl J Med. 2009;361:653-663.
    • (2009) N Engl J Med , vol.361 , pp. 653-663
    • De Boer, M.1    Van Deurzen Chm2    Van Dijck JAAM3
  • 29
    • 77949933825 scopus 로고    scopus 로고
    • Breast cancer prognosis and occult lymph node metastases, isolated tumor cells, and micrometastases
    • de Boer M, van Dijck JAAM, Bult P, et al. Breast cancer prognosis and occult lymph node metastases, isolated tumor cells, and micrometastases. J Natl Cancer Inst. 2010;102:410-425.
    • (2010) J Natl Cancer Inst , vol.102 , pp. 410-425
    • De Boer, M.1    Van Dijck JAAM2    Bult, P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.