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dc.contributor.authorBurton, Anya
dc.contributor.authorByrnes, Graham
dc.contributor.authorStone, Jennifer
dc.contributor.authorTamimi, Rulla M.
dc.contributor.authorHeine, John
dc.contributor.authorVachon, Celine
dc.contributor.authorOzmen, Vahit
dc.contributor.authorPereira, Ana
dc.contributor.authorGarmendia, Maria Luisa
dc.contributor.authorScott, Christopher
dc.contributor.authorHipwell, John H.
dc.contributor.authorDickens, Caroline
dc.contributor.authorSchüz, Joachim
dc.contributor.authorAribal, Mustafa Erkin
dc.contributor.authorBertrand, Kimberly
dc.contributor.authorKwong, Ava
dc.contributor.authorGiles, Graham G.
dc.contributor.authorHopper, John
dc.contributor.authorPerez-Gomez, Beatriz 
dc.contributor.authorPollan-Santamaria, Marina 
dc.contributor.authorTeo, Soo-Hwang
dc.contributor.authorMariapun, Shivaani
dc.contributor.authorTaib, Nur Aishah Mohd
dc.contributor.authorLajous, Martín
dc.contributor.authorLopez-Riduara, Ruy
dc.contributor.authorRice, Megan
dc.contributor.authorRomieu, Isabelle
dc.contributor.authorFlugelman, Anath Arzee
dc.contributor.authorUrsin, Giske
dc.contributor.authorQureshi, Samera
dc.contributor.authorMa, Huiyan
dc.contributor.authorLee, Eunjung
dc.contributor.authorSirous, Reza
dc.contributor.authorSirous, Mehri
dc.contributor.authorLee, Jong Won
dc.contributor.authorKim, Jisun
dc.contributor.authorSalem, Dorria
dc.contributor.authorKamal, Rasha
dc.contributor.authorHartman, Mikael
dc.contributor.authorMiao, Hui
dc.contributor.authorChia, Kee-Seng
dc.contributor.authorNagata, Chisato
dc.contributor.authorVinayak, Sudhir
dc.contributor.authorNdumia, Rose
dc.contributor.authorvan Gils, Carla H.
dc.contributor.authorWanders, Johanna O. P.
dc.contributor.authorPeplonska, Beata
dc.contributor.authorBukowska, Agnieszka
dc.contributor.authorAllen, Steve
dc.contributor.authorVinnicombe, Sarah
dc.contributor.authorMoss, Sue
dc.contributor.authorChiarelli, Anna M.
dc.contributor.authorLinton, Linda
dc.contributor.authorMaskarinec, Gertraud
dc.contributor.authorYaffe, Martin J.
dc.contributor.authorBoyd, Norman F.
dc.contributor.authordos-Santos-Silva, Isabel
dc.contributor.authorMcCormack, Valerie A.
dc.date.accessioned2017-09-04T16:34:37Z
dc.date.available2017-09-04T16:34:37Z
dc.date.issued2016-12-19
dc.identifier.citationBreast Cancer Res. 2016; 18(1):130
dc.identifier.urihttp://hdl.handle.net/20.500.12105/4851
dc.description.abstractBACKGROUND: Inter-women and intra-women comparisons of mammographic density (MD) are needed in research, clinical and screening applications; however, MD measurements are influenced by mammography modality (screen film/digital) and digital image format (raw/processed). We aimed to examine differences in MD assessed on these image types. METHODS: We obtained 1294 pairs of images saved in both raw and processed formats from Hologic and General Electric (GE) direct digital systems and a Fuji computed radiography (CR) system, and 128 screen-film and processed CR-digital pairs from consecutive screening rounds. Four readers performed Cumulus-based MD measurements (n = 3441), with each image pair read by the same reader. Multi-level models of square-root percent MD were fitted, with a random intercept for woman, to estimate processed-raw MD differences. RESULTS: Breast area did not differ in processed images compared with that in raw images, but the percent MD was higher, due to a larger dense area (median 28.5 and 25.4 cm2 respectively, mean √dense area difference 0.44 cm (95% CI: 0.36, 0.52)). This difference in √dense area was significant for direct digital systems (Hologic 0.50 cm (95% CI: 0.39, 0.61), GE 0.56 cm (95% CI: 0.42, 0.69)) but not for Fuji CR (0.06 cm (95% CI: -0.10, 0.23)). Additionally, within each system, reader-specific differences varied in magnitude and direction (p < 0.001). Conversion equations revealed differences converged to zero with increasing dense area. MD differences between screen-film and processed digital on the subsequent screening round were consistent with expected time-related MD declines. CONCLUSIONS: MD was slightly higher when measured on processed than on raw direct digital mammograms. Comparisons of MD on these image formats should ideally control for this non-constant and reader-specific difference.
dc.description.sponsorshipPrevious studies were supported by: Australia—Australian National Breast Cancer Foundation (to JSt), MCCS by VicHealth, Cancer Council Victoria and Australian NHMRC grants 209057, 251553 and 504711, and cases and their vital status were ascertained through the Victorian Cancer Registry (VCR) and the Australian Institute of Health and Welfare (AIHW), including the National Death Index and the Australian Cancer Database; Canada—National Cancer Institute of Canada (to NFB); Chile—Fondecyt 11100238 (to MLG), 1120326, 1130277 and 3130532, World Cancer Research Fund 2010/245, Ellison Medical Foundation Grant (to AP); Iran—Isfahan University of Medical Sciences, and assistance from Dr Vida Razavi and Dr Shamila Razavi; Israel—The Israel Cancer Association; Republic of Korea—Asan Medical Center, Seoul, Republic of Korea, Grant No. 2010–0811; Malaysia—Sime Darby LPGA Tournament, Ministry of Education University Malaya High Impact Research Grant UM.C/HIR/MOHE/06 and University Malaya Research Grant (UMRG Grant No.: RP046B-15HTM); Mexico—Ministry of Education of Mexico and ISSSTE’s Medical Directorate staff and regional office in Jalisco for technical and administrative support, National Council of Science and Technology (Mexico) and the American Institute for Cancer Research (10A035); the Netherlands—EPIC-NL-Europe against Cancer Programme of the European Commission (SANCO), Dutch Ministry of Health, Dutch Cancer Society, ZonMW the Netherlands Organisation for Health Research and Development, and the World Cancer Research Fund (WCRF); Poland—Polish–Norwegian Research Programme (PNRF–243–AI–1/07); Singapore—Clinician Scientist Award from National Medical Research Council and National University Cancer Institute Singapore (NCIS) Centre grant programme from National Medical Research Council; South Africa—Pink Drive; Spain—Spain’s Health Research Fund (Fondo de Investigacion Santiaria) PI060386 and PS09/0790, and Spanish Federation of Breast Cancer Patients (FECMA) EPY1169-10; Turkey—Roche Mustahzarlari San. A.S., Istanbul, Turkey; UK—EPSRC and EP/K020439/1 (JHH), Breast Cancer Campaign (2007MayPR23), Cancer Research UK (G186/11; C405/A14565), Da Costa Foundation; USA—National Cancer Institute R01CA85265, R37 CA54281, R01 CA97396, P50 CA116201, R01 CA177150 and R01 CA140286, Cancer Center Support Grant CA15083, CA131332, CA124865, UM1 CA186107 and UM1 CA176726 and the Susan G. Komen Foundation.
dc.language.isoeng
dc.publisherBioMed Central (BMC) 
dc.type.hasVersionVoR
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.subjectBreast density
dc.subjectImage processing
dc.subjectMammographic density assessment
dc.subjectBreast cancer
dc.subjectMethods
dc.titleMammographic density assessed on paired raw and processed digital images and on paired screen-film and digital images across three mammography systems
dc.typejournal article
dc.rights.licenseAtribución 4.0 Internacional*
dc.identifier.pubmedID27993168
dc.format.volume18
dc.format.number1
dc.format.page130
dc.identifier.doi10.1186/s13058-016-0787-0
dc.contributor.funderNIH - National Cancer Institute (NCI) (Estados Unidos) 
dc.contributor.funderNational Institutes of Health (Estados Unidos) 
dc.contributor.funderInternational Agency for Research on Cancer 
dc.description.peerreviewed
dc.identifier.e-issn1465-542X
dc.relation.publisherversionhttps://doi.org/10.1186/s13058-016-0787-0
dc.identifier.journalBreast Cancer Research
dc.repisalud.centroISCIII::Centro Nacional de Epidemiología
dc.repisalud.institucionISCIII
dc.rights.accessRightsopen accesses_ES


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