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A Deep Learning Approach to Re-create Raw Full-Field Digital Mammograms for Breast Density and Texture Analysis.

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Title: A Deep Learning Approach to Re-create Raw Full-Field Digital Mammograms for Breast Density and Texture Analysis.
Authors: Shu H; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Chiang T; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Wei P; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Do KA; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Lesslie MD; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Cohen EO; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Srinivasan A; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Moseley TW; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Chang Sen LQ; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Leung JWT; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Dennison JB; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Hanash SM; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.)., Weaver OO; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).
Source: Radiology. Artificial intelligence [Radiol Artif Intell] 2021 Apr 14; Vol. 3 (4), pp. e200097. Date of Electronic Publication: 2021 Apr 14 (Print Publication: 2021).
Publication Type: Journal Article
Journal Info: Publisher: Radiological Society of North America, Inc Country of Publication: United States NLM ID: 101746556 Publication Model: eCollection Cited Medium: Internet ISSN: 2638-6100 (Electronic) Linking ISSN: 26386100 NLM ISO Abbreviation: Radiol Artif Intell Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: A Deep Learning Approach to Re-create Raw Full-Field Digital Mammograms for Breast Density and Texture Analysis.
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  Data: <searchLink fieldCode="AU" term="%22Shu+H%22">Shu H</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Chiang+T%22">Chiang T</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Wei+P%22">Wei P</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Do+KA%22">Do KA</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Lesslie+MD%22">Lesslie MD</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Cohen+EO%22">Cohen EO</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Srinivasan+A%22">Srinivasan A</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Moseley+TW%22">Moseley TW</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Chang+Sen+LQ%22">Chang Sen LQ</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Leung+JWT%22">Leung JWT</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Dennison+JB%22">Dennison JB</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Hanash+SM%22">Hanash SM</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).<br /><searchLink fieldCode="AU" term="%22Weaver+OO%22">Weaver OO</searchLink>; Departments of Biostatistics (H.S., P.W., K.A.D.), Diagnostic Radiology (T.C., M.D.L., E.O.C., A.S., T.W.M., L.Q.C.S., J.W.T.L., O.O.W.), and Clinical Cancer Prevention (J.B.D., S.M.H.), The University of Texas MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030; and Department of Biostatistics, School of Global Public Health, New York University, New York, NY (H.S.).
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