Prevalence of mammographically dense breasts in Guam
Evangelista RFP, Dulana L, Teria R, Jin SB, Paras G, Grino R, Shepherd J, Badowski G
Cancer Research, 85, 1029 (2025)
Mammography — Publications
Papers tagged mammography —
132 publications · sorted by year, newest first.
2025
Prediction of mammographic breast density based on clinical breast ultrasound images using deep learning: a retrospective analysis
Bunnell A, Valdez D, Wolfgruber T, Quon BK, Hung K, Hernandez BY, Seto TB, Killeen J, Miyoshi M, Sadowski P, Shepherd J
The Lancet Regional Health - Americas, 46, 101096 (2025)
2024
Data from The Associations between Intakes of One-Carbon Metabolism–Related Vitamins and Breast Density among Young Women
Han E, Horn LV, Snetselaar L, Shepherd J, Park YJ, Kim H, Jung S, Dorgan JF
The distribution of breast density in women aged 18 years and older
Perera D, Pirikahu S, Walter J, Cadby G, Darcey E, Lloyd R, Hickey M, Saunders C, Hackmann MJ, Sampson DD, Shepherd J, Lilge L, Stone J
Breast Cancer Research and Treatment, 205, 521-531 (2024)
2023
Data from Relationship of Terminal Duct Lobular Unit Involution of the Breast with Area and Volume Mammographic Densities
Gierach GL, Patel DA, Pfeiffer RM, Figueroa JD, Linville L, Papathomas D, Johnson JM, Chicoine RE, Herschorn SD, Shepherd J, Wang J, Malkov S, Vacek PM, Weaver DL, Fan B, Mahmoudzadeh AP, Palakal M, Xiang J, Oh H, Horne HN, Sprague BL, Hewitt SM, Brinton LA, Sherman ME
Appendix from Relationship of Terminal Duct Lobular Unit Involution of the Breast with Area and Volume Mammographic Densities
Gierach GL, Patel D, Pfeiffer RM, Figueroa JD, Linville L, Papathomas D, Johnson JM, Chicoine RE, Herschorn SD, Shepherd J, Wang J, Malkov S, Vacek PM, Weaver DL, Fan B, Mahmoudzadeh AP, Palakal M, Xiang J, Oh H, Horne HN, Sprague BL, Hewitt SM, Brinton LA, Sherman ME
Supplementary Figure 2 from Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Supplementary Figure and Table Legends from Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Supplementary Table 1 from Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Supplementary Table 2B from Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Supplementary Table 4 from Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Supplementary Table 2A from Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Supplementary Figure 1 from Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Supplementary Table 3 from Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Supplementary Figures 1 and 2 from Relationship of Terminal Duct Lobular Unit Involution of the Breast with Area and Volume Mammographic Densities
Gierach GL, Patel DA, Pfeiffer RM, Figueroa JD, Linville L, Papathomas D, Johnson JM, Chicoine RE, Herschorn SD, Shepherd J, Wang J, Malkov S, Vacek PM, Weaver DL, Fan B, Mahmoudzadeh AP, Palakal M, Xiang J, Oh H, Horne HN, Sprague BL, Hewitt SM, Brinton LA, Sherman ME
Supplementary Tables 1 through 5 from Relationship of Terminal Duct Lobular Unit Involution of the Breast with Area and Volume Mammographic Densities
Gierach GL, Patel DA, Pfeiffer RM, Figueroa JD, Linville L, Papathomas D, Johnson JM, Chicoine RE, Herschorn SD, Shepherd J, Wang J, Malkov S, Vacek PM, Weaver DL, Fan B, Mahmoudzadeh AP, Palakal M, Xiang J, Oh H, Horne HN, Sprague BL, Hewitt SM, Brinton LA, Sherman ME
Data from Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Supplementary Figure Legends from Dense and Nondense Mammographic Area and Risk of Breast Cancer by Age and Tumor Characteristics
Bertrand KA, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Norman AD, Visscher DW, Couch FJ, Shepherd J, Chen Y, Fan B, Wu F, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM
Supplementary Table S1. from The Effect of Change in Body Mass Index on Volumetric Measures of Mammographic Density
Hart V, Reeves KW, Sturgeon SR, Reich NG, Sievert LL, Kerlikowske K, Ma L, Shepherd J, Tice JA, Mahmoudzadeh AP, Malkov S, Sprague BL
Supplementary Table S1 from Dense and Nondense Mammographic Area and Risk of Breast Cancer by Age and Tumor Characteristics
Bertrand KA, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Norman AD, Visscher DW, Couch FJ, Shepherd J, Chen Y, Fan B, Wu F, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM
Supplementary Figure S2 from Dense and Nondense Mammographic Area and Risk of Breast Cancer by Age and Tumor Characteristics
Bertrand KA, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Norman AD, Visscher DW, Couch FJ, Shepherd J, Chen Y, Fan B, Wu F, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM
Supplementary Figure S1 from Dense and Nondense Mammographic Area and Risk of Breast Cancer by Age and Tumor Characteristics
Bertrand KA, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Norman AD, Visscher DW, Couch FJ, Shepherd J, Chen Y, Fan B, Wu F, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM
Data from Longitudinal Changes in Volumetric Breast Density with Tamoxifen and Aromatase Inhibitors
Engmann NJ, Scott CG, Jensen M, Ma L, Brandt KR, Mahmoudzadeh AP, Malkov S, Whaley DH, Hruska CB, Wu F, Winham SJ, Miglioretti DL, Norman AD, Heine J, Shepherd J, Pankratz VS, Vachon CM, Kerlikowske K
Data from Dense and Nondense Mammographic Area and Risk of Breast Cancer by Age and Tumor Characteristics
Bertrand KA, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Norman AD, Visscher DW, Couch FJ, Shepherd J, Chen Y, Fan B, Wu F, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM
Supplementary Tables 1-4 from Longitudinal Changes in Volumetric Breast Density with Tamoxifen and Aromatase Inhibitors
Engmann NJ, Scott CG, Jensen MR, Ma L, Brandt KR, Mahmoudzadeh AP, Malkov S, Whaley DH, Hruska CB, Wu F, Winham SJ, Miglioretti DL, Norman AD, Heine J, Shepherd J, Pankratz VS, Vachon CM, Kerlikowske K
Supplementary Tables 1 - 2 from Comparison of Mammographic Density Assessed as Volumes and Areas among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Gierach GL, Geller BM, Shepherd J, Patel DA, Vacek PM, Weaver DL, Chicoine RE, Pfeiffer RM, Fan B, Mahmoudzadeh AP, Wang J, Johnson JM, Herschorn SD, Brinton LA, Sherman ME
Supplementary Figure 1 from Comparison of Mammographic Density Assessed as Volumes and Areas among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Gierach GL, Geller BM, Shepherd J, Patel DA, Vacek PM, Weaver DL, Chicoine RE, Pfeiffer RM, Fan B, Mahmoudzadeh AP, Wang J, Johnson JM, Herschorn SD, Brinton LA, Sherman ME
Data from Comparison of Mammographic Density Assessed as Volumes and Areas among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Gierach GL, Geller BM, Shepherd J, Patel DA, Vacek PM, Weaver DL, Chicoine RE, Pfeiffer RM, Fan B, Mahmoudzadeh AP, Wang J, Johnson JM, Herschorn SD, Brinton LA, Sherman ME
Data from The Effect of Change in Body Mass Index on Volumetric Measures of Mammographic Density
Hart V, Reeves KW, Sturgeon SR, Reich NG, Sievert LL, Kerlikowske K, Ma L, Shepherd J, Tice JA, Mahmoudzadeh AP, Malkov S, Sprague BL
Data from Endogenous Sex Hormones and Breast Density in Young Women
Jung S, Stanczyk FZ, Egleston BL, Snetselaar LG, Stevens VJ, Shepherd J, Horn LV, LeBlanc ES, Paris K, Klifa C, Dorgan JF
Abstract P3-03-02: Can artificial intelligence derived ultrasound breast density provide comparable breast cancer risk estimates to density derived from mammograms
Valdez D, Bunnell A, Wolfgruber T, Altamirano A, Quon BK, Maskarinec G, Sadowski P, Shepherd J
Cancer Research, 83, P3-03 (2023)
2021
Dual-energy three compartment breast imaging (3CB) for novel compositional biomarkers to improve detection of malignant lesions
Leong LT, Malkov S, Drukker K, Niell BL, Sadowski P, Wolfgruber T, Greenwood H, Joe BN, Kerlikowske K, Giger ML, Shepherd J
Research Square, , (2021)
Association of Daily Alcohol Intake, Volumetric Breast Density, and Breast Cancer Risk
Rustagi AS, Scott CG, Winham SJ, Brandt KR, Norman AD, Jensen MR, Shepherd J, Hruska CB, Heine J, Pankratz VS, Kerlikowske K, Vachon CM
JNCI Cancer Spectrum, 5, (2021)
Dual-energy three-compartment breast imaging for compositional biomarkers to improve detection of malignant lesions
Leong LT, Malkov S, Drukker K, Niell BL, Sadowski P, Wolfgruber T, Greenwood H, Joe BN, Kerlikowske K, Giger ML, Shepherd J
Communications Medicine, 1, 29 (2021)
Mammographic Variation Measures, Breast Density, and Breast Cancer Risk
Heine J, Fowler E, Scott CG, Jensen MR, Shepherd J, Hruska CB, Winham SJ, Brandt KR, Wu F, Norman AD, Pankratz VS, Miglioretti DL, Kerlikowske K, Vachon CM
American Journal of Roentgenology, 217, 326-335 (2021)
Association of mammographic density measures and breast cancer “intrinsic” molecular subtypes
Kleinstern G, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Bertrand KA, Norman AD, Visscher DW, Couch FJ, Brandt KR, Shepherd J, Wu F, Chen Y, Cummings SR, Winham SJ, Kerlikowske K, Vachon CM
Breast Cancer Research and Treatment, 187, 215-224 (2021)
Deep Learning Predicts Interval and Screening-detected Cancer from Screening Mammograms: A Case-Case-Control Study in 6369 Women
Zhu X, Wolfgruber T, Leong LT, Jensen MR, Scott CG, Winham SJ, Sadowski P, Vachon CM, Kerlikowske K, Shepherd J
Radiology, 301, 550-558 (2021)
Mammary collagen architecture and its association with mammographic density and lesion severity among women undergoing image-guided breast biopsy
Bodelón C, Mullooly M, Pfeiffer RM, Fan S, Abubakar M, Lenz PH, Vacek PM, Weaver DL, Herschorn SD, Johnson JM, Sprague BL, Hewitt SM, Shepherd J, Malkov S, Keely PJ, Eliceiri KW, Sherman ME, Conklin MW, Gierach GL
Breast Cancer Research, 23, 105 (2021)
2020
Abstract NG15: Investigation of relationships between breast cancer risk factors and bilateral mammographic breast density asymmetry among women undergoing diagnostic image-guided breast biopsies
Mullooly M, Fan S, Pfeiffer RM, Sprague BL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Herschorn SD, Gierach GL
Cancer Research, 80, NG15 (2020)
Abstract P5-08-02: Association of daily alcohol intake, volumetric density and breast cancer risk
Vachon CM, Scott CG, Winham SJ, Shepherd J, Brandt KR, Jensen MR, Hruska CB, Heine J, Pankratz VS, Kerlikowske K
Cancer Research, 80, P5-08 (2020)
Three compartment breast machine learning model for improving computer-aided detection
Leong LT, Giger ML, Drukker K, Kerlikowske K, Joe BN, Greenwood H, Malkov S, Niell BL, Shepherd J
Relationship of Serum Progesterone and Progesterone Metabolites with Mammographic Breast Density and Terminal Ductal Lobular Unit Involution among Women Undergoing Diagnostic Breast Biopsy
Hada M, Oh H, Fan S, Falk RT, Geller BM, Vacek PM, Weaver DL, Shepherd J, Wang J, Fan B, Herschorn SD, Brinton LA, Xu X, Sherman ME, Trabert B, Gierach GL
Journal of Clinical Medicine, 9, 245 (2020)
2019
Abstract 588: Relationship of serum progesterone and progesterone metabolites with mammographic density
Hada M, Oh H, Fan S, Falk RT, Geller BM, Vacek PM, Weaver DL, Shepherd J, Wang J, Fan B, Mahmoudzadeh AP, Malkov S, Herschorn SD, Brinton LA, Xu X, Sherman ME, Trabert B, Gierach GL
Cancer Research, 79, 588 (2019)
Metadata and data files supporting the related article: Application of convolutional neural networks to breast biopsies to delineate tissue correlates of mammographic breast density
Mullooly M, Bejnordi BE, Pfeiffer RM, Fan S, Palakal M, Hada M, Vacek PM, Weaver DL, Shepherd J, Fan B, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Herschorn SD, Sprague BL, Hewitt SM, Brinton LA, Karssemeijer N, Laak JVD, Beck AH, Sherman ME, Gierach GL
Figshare, , (2019)
Using Digital Pathology to Understand Epithelial Characteristics of Benign Breast Disease among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Cancer Prevention Research, 12, 861-870 (2019)
Derived mammographic masking measures based on simulated lesions predict the risk of interval cancer after controlling for known risk factors: a case‐case analysis
Hinton B, Ma L, Mahmoudzadeh AP, Malkov S, Fan B, Greenwood H, Joe BN, Lee V, Strand F, Kerlikowske K, Shepherd J
Medical Physics, 46, 1309-1316 (2019)
Association of Imaging-Based Body Fat Distribution and Mammographic Density in the Multiethnic Cohort Adiposity Phenotype Study
Maskarinec G, Ciba M, Ju D, Shepherd J, Ernst T, Wu AH, Monroe KR, Lim U, Wilkens LR, Marchand LL
Cancer Epidemiology Biomarkers & Prevention, 29, 352-358 (2019)
Relationship of circulating insulin-like growth factor-I and binding proteins 1–7 with mammographic density among women undergoing image-guided diagnostic breast biopsy
Hada M, Oh H, Pfeiffer RM, Falk RT, Fan S, Mullooly M, Pollak M, Geller BM, Vacek PM, Weaver DL, Shepherd J, Wang J, Fan B, Mahmoudzadeh AP, Malkov S, Herschorn SD, Brinton LA, Sherman ME, Gierach GL
Breast Cancer Research, 21, 81 (2019)
Localized mammographic density is associated with interval cancer and large breast cancer: a nested case-control study
Strand F, Azavedo E, Hellgren R, Humphreys K, Eriksson M, Shepherd J, Hall P, Czene K
Breast Cancer Research, 21, 8 (2019)
Automated volumetric breast density measures: differential change between breasts in women with and without breast cancer
Brandt KR, Scott CG, Miglioretti DL, Jensen MR, Mahmoudzadeh AP, Hruska CB, Ma L, Wu F, Cummings SR, Norman AD, Engmann NJ, Shepherd J, Winham SJ, Kerlikowske K, Vachon CM
Breast Cancer Research, 21, 118 (2019)
Deep learning networks find unique mammographic differences in previous negative mammograms between interval and screen-detected cancers: a case-case study
Hinton B, Ma L, Mahmoudzadeh AP, Malkov S, Fan B, Greenwood H, Joe BN, Lee V, Kerlikowske K, Shepherd J
Cancer Imaging, 19, 41 (2019)
Measurement challenge: protocol for international case–control comparison of mammographic measures that predict breast cancer risk
Dench EK, Bond‐Smith D, Darcey E, Lee G, Aung YK, Chan A, Cuzick J, Ding ZY, Evans CF, Harvey JA, Highnam R, Hsieh M, Kontos D, Li S, Mariapun S, Nickson C, Nguyen TL, Pertuz S, Procopio P, Rajaram N, Repich K, Tan M, Teo S, Trinh NH, Ursin G, Wang C, dos‐Santos‐Silva I, McCormack V, Nielsen M, Shepherd J, Hopper JL, Stone J
BMJ Open, 9, e031041 (2019)
Application of convolutional neural networks to breast biopsies to delineate tissue correlates of mammographic breast density
Mullooly M, Bejnordi BE, Pfeiffer RM, Fan S, Palakal M, Hada M, Vacek PM, Weaver DL, Shepherd J, Fan B, Mahmoudzadeh AP, Wang J, Malkov S, Johnson JM, Herschorn SD, Sprague BL, Hewitt SM, Brinton LA, Karssemeijer N, Laak JVD, Beck AH, Sherman ME, Gierach GL
npj Breast Cancer, 5, 43 (2019)
Longitudinal Changes in Volumetric Breast Density in Healthy Women across the Menopausal Transition
Engmann NJ, Scott CG, Jensen MR, Winham SJ, Ma L, Brandt KR, Mahmoudzadeh AP, Whaley DH, Hruska CB, Wu F, Norman AD, Hiatt RA, Heine J, Shepherd J, Pankratz VS, Miglioretti DL, Kerlikowske K, Vachon CM
Cancer Epidemiology Biomarkers & Prevention, 28, 1324-1330 (2019)
Combined effect of volumetric breast density and body mass index on breast cancer risk
Engmann NJ, Scott CG, Jensen MR, Winham SJ, Miglioretti DL, Ma L, Brandt KR, Mahmoudzadeh AP, Whaley DH, Hruska CB, Wu F, Norman AD, Hiatt RA, Heine J, Shepherd J, Pankratz VS, Vachon CM, Kerlikowske K
Breast Cancer Research and Treatment, 177, 165-173 (2019)
Body mass index, mammographic density, and breast cancer risk by estrogen receptor subtype
Shieh Y, Scott CG, Jensen MR, Norman AD, Bertrand KA, Pankratz VS, Brandt KR, Visscher DW, Shepherd J, Tamimi RM, Vachon CM, Kerlikowske K
Breast Cancer Research, 21, 48 (2019)
2018
Abstract 3260: Utilizing digital pathology to understand breast epithelial characteristics of benign breast disease among women undergoing diagnostic image-guided breast biopsy
Mullooly M, Puvanesarajah S, Fan S, Pfeiffer RM, Olsson LT, Hada M, Kirk EL, Vacek PM, Weaver DL, Shepherd J, Mahmoudzadeh AP, Wang J, Hewitt SM, Herschorn SD, Sherman ME, Troester MA, Gierach GL
Cancer Research, 78, 3260 (2018)
Deep learning methods aid in predicting risk of interval cancer
Hinton B, Shepherd J, Kerlikowske K, Joe BN, Greenwood H, Ma L
Abstract 2398: Tumor cell-adipocyte gap junctions activate lipolysis in breast cancer
Camarda R, Williams J, Malkov S, Zimmerman LJ, Manning S, Aran D, Beardsley A, Mark DVD, Haren JV, Chen Y, Berdan CA, Louie SM, Mahieu CI, Winkler J, Willey E, Gagnon JD, Shinoda K, Ansel KM, Werb Z, Nomura DC, Kajimura S, Wittmann T, Butte AJ, Sanders ME, Liebler D, Krings G, Shepherd J, Goga A
Cancer Research, 78, 2398 (2018)
Does mammographic density mediate risk factor associations with breast cancer? An analysis by tumor characteristics
Rice MS, Tamimi RM, Bertrand KA, Scott CG, Jensen MR, Norman AD, Visscher DW, Chen Y, Brandt KR, Couch FJ, Shepherd J, Fan B, Wu F, Ma L, Collins LC, Cummings SR, Kerlikowske K, Vachon CM
Breast Cancer Research and Treatment, 170, 129-141 (2018)
Combined Benefit of Quantitative Three-Compartment Breast Image Analysis and Mammography Radiomics in the Classification of Breast Masses in a Clinical Data Set
Drukker K, Giger ML, Joe BN, Kerlikowske K, Greenwood H, Drukteinis JS, Niell BL, Fan B, Malkov S, Avila J, Kazemi L, Shepherd J
Radiology, 290, 621-628 (2018)
Automated and Clinical Breast Imaging Reporting and Data System Density Measures Predict Risk for Screen-Detected and Interval Cancers
Kerlikowske K, Scott CG, Mahmoudzadeh AP, Ma L, Winham SJ, Jensen MR, Wu F, Malkov S, Pankratz VS, Cummings SR, Shepherd J, Brandt KR, Miglioretti DL, Vachon CM
Annals of Internal Medicine, 168, 757-765 (2018)
2017
Abstract B27: Interaction of mammographic breast density with menopausal status and postmenopausal hormone use in relation to the risk of aggressive breast cancer subtypes
Yaghjyan L, Tamimi RM, Bertrand KA, Scott CG, Jensen MR, Pankratz S, Brandt KR, Visscher DW, Norman AD, Cough F, Shepherd J, Fan B, Chen Y, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM
Cancer Epidemiology Biomarkers & Prevention, 26, B27 (2017)
Abstract 4235: Application of convolutional neural networks to breast biopsies to uncover tissue correlates of mammographic breast density
Mullooly M, Bejnordi BE, Palakal M, Vacek PM, Weaver DL, Shepherd J, Fan B, Mahmoudzadeh AP, Wang J, Johnson JM, Herschorn SD, Sprague BL, Pfeiffer RM, Brinton LA, Sherman ME, Beck A, Gierach GL
Cancer Research, 77, 4235 (2017)
Deep learning and three-compartment breast imaging in breast cancer diagnosis
Drukker K, Huynh BQ, Giger ML, Malkov S, Avila J, Fan B, Joe BN, Kerlikowske K, Drukteinis JS, Kazemi L, Pereira M, Shepherd J
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE, 10134, 101341F (2017)
Interaction of mammographic breast density with menopausal status and postmenopausal hormone use in relation to the risk of aggressive breast cancer subtypes
Yaghjyan L, Tamimi RM, Bertrand KA, Scott CG, Jensen MR, Pankratz VS, Brandt KR, Visscher DW, Norman AD, Couch FJ, Shepherd J, Fan B, Chen Y, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM
Breast Cancer Research and Treatment, 165, 421-431 (2017)
Determinants of volumetric breast density in Chilean premenopausal women
Pereira A, Garmendia ML, Uauy R, Neira P, López‐Arana S, Malkov S, Shepherd J
Breast Cancer Research and Treatment, 162, 343-352 (2017)
Erratum to: Mammographic texture and risk of breast cancer by tumor type and estrogen receptor status
Malkov S, Shepherd J, Scott CG, Tamimi RM, Ma L, Bertrand KA, Couch FJ, Jensen MR, Mahmoudzadeh AP, Fan B, Norman AD, Brandt KR, Pankratz VS, Vachon CM, Kerlikowske K
Breast Cancer Research, 19, 1 (2017)
Combining quantitative and qualitative breast density measures to assess breast cancer risk
Kerlikowske K, Ma L, Scott CG, Mahmoudzadeh AP, Jensen MR, Sprague BL, Henderson LM, Pankratz VS, Cummings SR, Miglioretti DL, Vachon CM, Shepherd J
Breast Cancer Research, 19, 97 (2017)
Longitudinal Changes in Volumetric Breast Density with Tamoxifen and Aromatase Inhibitors
Engmann NJ, Scott CG, Jensen MR, Ma L, Brandt KR, Mahmoudzadeh AP, Malkov S, Whaley DH, Hruska CB, Wu F, Winham SJ, Miglioretti DL, Norman AD, Heine J, Shepherd J, Pankratz VS, Vachon CM, Kerlikowske K
Cancer Epidemiology Biomarkers & Prevention, 26, 930-937 (2017)
2016
Identification, segmentation, and characterization of microcalcifications on mammography
Drukker K, Malkov S, Avila J, Kerlikowske K, Joe BN, Krings G, Creasman JM, Drukteinis JS, Pereira M, Kazemi L, Shepherd J, Giger ML
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE, 9785, 97850S (2016)
Do Women with Low Breast Density Have Regionally High Breast Density?
Mahmoudzadeh AP, Malkov S, Hinton B, Sprague BL, Kerlikowske K, Shepherd J
Lecture notes in computer science, , 548-553 (2016)
A Measure of Regional Mammographic Masking Based on the CDMAM Phantom
Hinton B, Malkov S, Avila J, Fan B, Joe BN, Kerlikowske K, Ma L, Mahmoudzadeh AP, Shepherd J
Lecture notes in computer science, , 525-531 (2016)
Abstract 3424: Longitudinal changes in volumetric breast density with adjuvant endocrine therapy among women with breast cancer
Engmann NJ, Vachon CM, Scott CG, Jensen MR, Ma L, Brandt KR, Mahmoudzadeh AP, Malkov S, Whaley DH, Hruska CB, Wu F, Winham SJ, Miglioretti DL, Norman AD, Heine J, Shepherd J, Pankratz VS, Kerlikowske K
Cancer Research, 76, 3424 (2016)
Energy Dependence of Water and Lipid Calibration Materials for Three-Compartment Breast Imaging
Avila J, Malkov S, Giger ML, Drukker K, Shepherd J
Lecture notes in computer science, , 554-563 (2016)
Calibration Procedure of Three Component Mammographic Breast Imaging
Malkov S, Avila J, Fan B, Joe BN, Kerlikowske K, Giger ML, Drukker K, Drukteinis JS, Kazemi L, Pereira M, Shepherd J
Lecture notes in computer science, , 211-218 (2016)
Longitudinal fluctuation in mammographic percent density differentiates between interval and screen‐detected breast cancer
Strand F, Humphreys K, Eriksson M, Li J, Andersson T, Törnberg S, Azavedo E, Shepherd J, Hall P, Czene K
International Journal of Cancer, 140, 34-40 (2016)
Circulating insulin-like growth factor-I, insulin-like growth factor binding protein-3 and terminal duct lobular unit involution of the breast: a cross-sectional study of women with benign breast disease
Horne HN, Sherman ME, Pfeiffer RM, Figueroa JD, Khodr ZG, Falk RT, Pollak M, Patel DA, Palakal M, Linville L, Papathomas D, Geller BA, Vacek PM, Weaver DL, Chicoine RE, Shepherd J, Mahmoudzadeh AP, Wang J, Fan B, Malkov S, Herschorn SD, Hewitt SM, Brinton LA, Gierach GL
Breast Cancer Research, 18, 24 (2016)
Novel mammographic image features differentiate between interval and screen-detected breast cancer: a case-case study
Strand F, Humphreys K, Cheddad A, Törnberg S, Azavedo E, Shepherd J, Hall P, Czene K
Breast Cancer Research, 18, 100 (2016)
Relationships between mammographic density, tissue microvessel density, and breast biopsy diagnosis
Felix AS, Lenz PH, Pfeiffer RM, Hewitt SM, Morris J, Patel DA, Geller BM, Vacek PM, Weaver DL, Chicoine RE, Shepherd J, Mahmoudzadeh AP, Wang J, Fan B, Malkov S, Herschorn SD, Johnson JM, Cora R, Brinton LA, Sherman ME, Gierach GL
Breast Cancer Research, 18, 88 (2016)
Mammographic texture and risk of breast cancer by tumor type and estrogen receptor status
Malkov S, Shepherd J, Scott CG, Tamimi RM, Ma L, Bertrand KA, Couch FJ, Jensen MR, Mahmoudzadeh AP, Fan B, Norman AD, Brandt KR, Pankratz VS, Vachon CM, Kerlikowske K
Breast Cancer Research, 18, 122 (2016)
2015
Abstract 2768: Relationships between mammographic density, microvessel density, and breast biopsy diagnosis
Felix AS, Lenz PH, Pfeiffer RM, Hewitt SM, Morris J, Patel D, Geller BM, Vacek PM, Weaver DL, Chicoine RE, Shepherd J, Mahmoudzadeh AP, Wang J, Fan B, Herschorn SD, Johnson J, Brinton LA, Sherman ME, Gierach GL
Cancer Research, 75, 2768 (2015)
Leukocyte telomere length and its association with mammographic density and proliferative diagnosis among women undergoing diagnostic image-guided breast biopsy
Bodelón C, Heaphy CM, Meeker AK, Geller BM, Vacek PM, Weaver DL, Chicoine RE, Shepherd J, Mahmoudzadeh AP, Patel D, Brinton LA, Sherman ME, Gierach GL
BMC Cancer, 15, 823 (2015)
Relationship of Serum Estrogens and Metabolites with Area and Volume Mammographic Densities
Gierach GL, Patel DA, Falk RT, Pfeiffer RM, Geller BM, Vacek PM, Weaver DL, Chicoine RE, Shepherd J, Mahmoudzadeh AP, Wang J, Fan B, Herschorn SD, Xu X, Veenstra TD, Fuhrman BJ, Sherman ME, Brinton LA
Hormones and Cancer, 6, 107-119 (2015)
The Effect of Change in Body Mass Index on Volumetric Measures of Mammographic Density
Hart V, Reeves KW, Sturgeon SR, Reich NG, Sievert LL, Kerlikowske K, Ma L, Shepherd J, Tice JA, Mahmoudzadeh AP, Malkov S, Sprague BL
Cancer Epidemiology Biomarkers & Prevention, 24, 1724-1730 (2015)
Dense and Nondense Mammographic Area and Risk of Breast Cancer by Age and Tumor Characteristics
Bertrand KA, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Norman AD, Visscher DW, Couch FJ, Shepherd J, Chen Y, Fan B, Wu F, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM
Cancer Epidemiology Biomarkers & Prevention, 24, 798-809 (2015)
Relationship of Terminal Duct Lobular Unit Involution of the Breast with Area and Volume Mammographic Densities
Gierach GL, Patel DA, Pfeiffer RM, Figueroa JD, Linville L, Papathomas D, Johnson JM, Chicoine RE, Herschorn SD, Shepherd J, Wang J, Malkov S, Vacek PM, Weaver DL, Fan B, Mahmoudzadeh AP, Palakal M, Xiang J, Oh H, Horne HN, Sprague BL, Hewitt SM, Brinton LA, Sherman ME
Cancer Prevention Research, 9, 149-158 (2015)
Comparison of Clinical and Automated Breast Density Measurements: Implications for Risk Prediction and Supplemental Screening
Brandt KR, Scott CG, Ma L, Mahmoudzadeh AP, Jensen MR, Whaley DH, Wu F, Malkov S, Hruska CB, Norman AD, Heine J, Shepherd J, Pankratz VS, Kerlikowske K, Vachon CM
Radiology, 279, 710-719 (2015)
2014
Abstract 3279: Dense and non-dense mammographic area and risk of breast cancer by age and tumor characteristics
Bertrand KA, Scott CG, Tamimi RM, Jensen MR, Pankratz VS, Norman AD, Shepherd J, Chen Y, Kerlikowske K, Vachon CM
Cancer Research, 74, 3279 (2014)
Roles of biologic breast tissue composition and quantitative image analysis of mammographic images in breast tumor characterization
Drukker K, Giger ML, Duewer F, Malkov S, Flowers CI, Joe BN, Kerlikowske K, Drukteinis JS, Shepherd J
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE, 9035, 90351U (2014)
Compositional Three-Component Breast Imaging of Fibroadenoma and Invasive Cancer Lesions: Pilot Study
Malkov S, Duewer F, Kerlikowske K, Drukker K, Giger ML, Shepherd J
Lecture notes in computer science, , 109-114 (2014)
Automated Volumetric Breast Density Derived by Statistical Model Approach
Malkov S, Mahmoudzadeh AP, Kerlikowske K, Shepherd J
Lecture notes in computer science, , 257-264 (2014)
Automated volumetric breast density derived by shape and appearance modeling
Malkov S, Kerlikowske K, Shepherd J
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE, 9034, 90342T (2014)
Mammographic quantitative image analysis and biologic image composition for breast lesion characterization and classification
Drukker K, Duewer F, Giger ML, Malkov S, Flowers CI, Joe BN, Kerlikowske K, Drukteinis JS, Li H, Shepherd J
Medical Physics, 41, 031915 (2014)
Enhancement of Mammographic Density Measures in Breast Cancer Risk Prediction
Cheddad A, Czene K, Shepherd J, Li J, Hall P, Humphreys K
Cancer Epidemiology Biomarkers & Prevention, 23, 1314-1323 (2014)
Endogenous Sex Hormones and Breast Density in Young Women
Jung S, Stanczyk FZ, Egleston BL, Snetselaar L, Stevens VJ, Shepherd J, Horn LV, LeBlanc ES, Paris K, Klifa C, Dorgan JF
Cancer Epidemiology Biomarkers & Prevention, 24, 369-378 (2014)
Dietary Energy Density Is Positively Associated with Breast Density among Young Women
Jones JA, Hartman TJ, Klifa C, Coffman DL, Mitchell DC, Vernarelli JA, Snetselaar L, Horn LV, Stevens VJ, Robson AM, Himes JH, Shepherd J, Dorgan JF
Journal of the Academy of Nutrition and Dietetics, 115, 353-359 (2014)
First pregnancy events and future breast density: modification by age at first pregnancy and specific VEGF and IGF1R gene variants
Prebil LA, Ereman R, Powell M, Jamshidian F, Kerlikowske K, Shepherd J, Hurlbert M, Benz CC
Cancer Causes & Control, 25, 859-868 (2014)
Comparison of Mammographic Density Assessed as Volumes and Areas among Women Undergoing Diagnostic Image-Guided Breast Biopsy
Gierach GL, Geller BM, Shepherd J, Patel DA, Vacek PM, Weaver DL, Chicoine RE, Pfeiffer RM, Fan B, Mahmoudzadeh AP, Wang J, Johnson JM, Herschorn SD, Brinton LA, Sherman ME
Cancer Epidemiology Biomarkers & Prevention, 23, 2338-2348 (2014)
Automated Measurement of Volumetric Mammographic Density: A Tool for Widespread Breast Cancer Risk Assessment
Brand JS, Czene K, Shepherd J, Leifland K, Heddson B, Sundbom A, Eriksson M, Li J, Humphreys K, Hall P
Cancer Epidemiology Biomarkers & Prevention, 23, 1764-1772 (2014)
Digital mammographic density and breast cancer risk: a case–control study of six alternative density assessment methods
Eng A, Gallant Z, Shepherd J, McCormack V, Li J, Dowsett M, Vinnicombe S, Allen S, dos‐Santos‐Silva I
Breast Cancer Research, 16, 439 (2014)
2013
High mammographic density in women of Ashkenazi Jewish descent
Caswell‐Jin JL, Kerlikowske K, Shepherd J, Cummings SR, Hu D, Huntsman S, Ziv E
Breast Cancer Research, 15, R40 (2013)
Agreement of Mammographic Measures of Volumetric Breast Density to MRI
Wang J, Azziz A, Fan B, Malkov S, Klifa C, Newitt DC, Yitta S, Hylton NM, Kerlikowske K, Shepherd J
PLoS ONE, 8, e81653 (2013)
Mammographic density and risk of breast cancer by age and tumor characteristics
Bertrand KA, Tamimi RM, Scott CG, Jensen MR, Pankratz VS, Visscher DW, Norman AD, Couch FJ, Shepherd J, Fan B, Chen Y, Ma L, Beck AH, Cummings SR, Kerlikowske K, Vachon CM
Breast Cancer Research, 15, R104 (2013)
2012
Improvements and Performance of Diagnostic Compositional Imaging Using a Novel Dual-Energy X-ray Technique
Duewer F, Flowers CI, Kerlikowske K, Malkov S, Joe BN, Shepherd J
Lecture notes in computer science, , 569-574 (2012)
A Calibration Approach for Single-Energy X-ray Absorptiometry Method to Provide Absolute Breast Tissue Composition Accuracy for the Long Term
Malkov S, Wang J, Duewer F, Shepherd J
Lecture notes in computer science, , 769-774 (2012)
Do fatty breasts increase or decrease breast cancer risk?
Shepherd J, Kerlikowske K
Breast Cancer Research, 14, 102 (2012)
Comparison of Hologic’s Quantra Volumetric Assessment to MRI Breast Density
Wang J, Aziz A, Newitt D, Joe BN, Hylton NM, Shepherd J
Lecture notes in computer science, , 619-626 (2012)
2011
A comparison of breast density measures between mothers and adolescent daughters
Maskarinec G, Morimoto Y, Daida YG, Shepherd J, Novotny R
BMC Cancer, 11, 330 (2011)
Volume of Mammographic Density and Risk of Breast Cancer
Shepherd J, Kerlikowske K, Ma L, Duewer F, Fan B, Wang J, Malkov S, Vittinghoff E, Cummings SR
Cancer Epidemiology Biomarkers & Prevention, 20, 1473-1482 (2011)
2010
Abstract 3768: Comparison of breast density measured by dual energy x-ray Absorptiometry (DXA) with mammographic density among adult women
Maskarinec G, Morimoto Y, Daida YG, Laidevant A, Shepherd J, Novotny R
Cancer Research, 70, 3768 (2010)
Comparison of Subregional Breast Density with Whole Breast Density
Malkov S, Ma L, Kerlikowske K, Wang J, Cummings S, Shepherd J
Lecture notes in computer science, , 402-407 (2010)
Comparison of breast density measured by dual energy X-ray absorptiometry with mammographic density among adult women in Hawaii
Maskarinec G, Morimoto Y, Daida YG, Laidevant A, Malkov S, Shepherd J, Novotny R
Cancer Epidemiology, 35, 188-193 (2010)
2009
Compositional breast imaging using a dual‐energy mammography protocol
Laidevant A, Malkov S, Flowers CI, Kerlikowske K, Shepherd J
Medical Physics, 37, 164-174 (2009)
Single x‐ray absorptiometry method for the quantitative mammographic measure of fibroglandular tissue volume
Malkov S, Wang J, Kerlikowske K, Cummings SR, Shepherd J
Medical Physics, 36, 5525-5536 (2009)
Prevention of Breast Cancer in Postmenopausal Women: Approaches to Estimating and Reducing Risk
Cummings SR, Tice JA, Bauer SR, Browner WS, Cuzick J, Ziv E, Vogel V, Shepherd J, Vachon C, Smith‐Bindman R, Kerlikowske K
JNCI Journal of the National Cancer Institute, 101, 384-398 (2009)
2008
Cross-Calibration and Longitudinal Quality Control of Hologic Selenia Full-Field Digital Mammography Systems for Volumetric Breast Density Measurements
Wang J, Malkov S, Fan B, Shepherd J
Lecture notes in computer science, , 740-747 (2008)
Dual-Energy X-Ray Absorptiometry Method Using a Full Field Digital Mammography System
Laidevant A, Malkov S, Au A, Shepherd J
Lecture notes in computer science, , 108-115 (2008)
Improvements to Single Energy Absorptiometry Method for Digital Mammography to Quantify Breast Tissue Density
Malkov S, Wang J, Shepherd J
Lecture notes in computer science, , 1-8 (2008)
2007
Novel single x-ray absorptiometry method to solve for volumetric breast density in mammograms with paddle tilt
Malkov S, Wang J, Shepherd J
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE, 6510, 651035 (2007)
Effect of ultra-low-dose transdermal estradiol on breast density in postmenopausal women
Grady D, Vittinghoff E, Lin F, Hanes V, Ensrud KE, Habel LA, Wallace RB, Macer J, Cummings SR, Shepherd J
Menopause The Journal of The North American Menopause Society, 14, 391-396 (2007)
2006
Clinical comparison of a novel breast DXA technique to mammographic density
Shepherd J, Hervé L, Landau J, Fan B, Kerlikowske K, Cummings S
Medical Physics, 33, 1490-1498 (2006)
2005
Novel use of Single X-Ray Absorptiometry for Measuring Breast Density
Shepherd J, Hervé L, Landau J, Fan B, Kerlikowske K, Cummings S
Technology in Cancer Research & Treatment, 4, 173-182 (2005)
Are Breast Density and Bone Mineral Density Independent Risk Factors for Breast Cancer?
Kerlikowske K, Shepherd J, Creasman JM, Tice JA, Ziv E, Cummings SR
JNCI Journal of the National Cancer Institute, 97, 368-374 (2005)
2004
Mammographic Density and Estrogen Receptor Status of Breast Cancer
Ziv E, Tice JA, Smith‐Bindman R, Shepherd J, Cummings SR, Kerlikowske K
Cancer Epidemiology Biomarkers & Prevention, 13, 2090-2095 (2004)
2003
Mammographic Breast Density and Family History of Breast Cancer
Ziv E, Shepherd J, Smith‐Bindman R, Kerlikowske K
JNCI Journal of the National Cancer Institute, 95, 556-558 (2003)
2002
Accuracy of mammographic breast density analysis: results of formal operator training.
Prevrhal S, Shepherd J, Smith‐Bindman R, Cummings SR, Kerlikowske K
PubMed, 11, 1389-93 (2002)
Measurement of Breast Density with Dual X-ray Absorptiometry: Feasibility
Shepherd J, Kerlikowske K, Smith‐Bindman R, Genant HK, Cummings S
Radiology, 223, 554-557 (2002)
2001
Is Breast Densitometry a Measure of Breast Cancer Risk
Shepherd J, Kerlikowske K, Prevrhal S, Steve C
Defense Technical Information Center (DTIC), , (2001)
1999
Comment on “A Monte Carlo study of x‐ray fluorescence in x‐ray detectors” [Med. Phys. 26, 905–916 (1999)]
Shepherd J, Grüner SM
Medical Physics, 26, 2706 (1999)
1997
Study of afterglow in x-ray phosphors for use on fast-framing charge-coupled device detectors
Shepherd J
Optical Engineering, 36, 3212 (1997)
1993
Thin-film NaI(Tl) scintillators for high-resolution large-area imaging of soft x rays</title>'
Shepherd J, Sobottka S, Williams MB
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE, 2009, 109-120 (1993)