Volumetric breast density estimation from full-field digital mammograms: a validation study
To objectively evaluate automatic volumetric breast density assessment in Full-Field Digital Mammograms (FFDM) using measurements obtained from breast Magnetic Resonance Imaging (MRI). A commercially available method for volumetric breast density estimation on FFDM is evaluated by comparing volume e...
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| Veröffentlicht in: | PloS one 2014-01, Vol.9 (1), p.e85952-e85952 |
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| creator | Gubern-Mérida, Albert Kallenberg, Michiel Platel, Bram Mann, Ritse M Martí, Robert Karssemeijer, Nico |
| description | To objectively evaluate automatic volumetric breast density assessment in Full-Field Digital Mammograms (FFDM) using measurements obtained from breast Magnetic Resonance Imaging (MRI).
A commercially available method for volumetric breast density estimation on FFDM is evaluated by comparing volume estimates obtained from 186 FFDM exams including mediolateral oblique (MLO) and cranial-caudal (CC) views to objective reference standard measurements obtained from MRI.
Volumetric measurements obtained from FFDM show high correlation with MRI data. Pearson's correlation coefficients of 0.93, 0.97 and 0.85 were obtained for volumetric breast density, breast volume and fibroglandular tissue volume, respectively.
Accurate volumetric breast density assessment is feasible in Full-Field Digital Mammograms and has potential to be used in objective breast cancer risk models and personalized screening. |
| doi_str_mv | 10.1371/journal.pone.0085952 |
| format | Article |
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A commercially available method for volumetric breast density estimation on FFDM is evaluated by comparing volume estimates obtained from 186 FFDM exams including mediolateral oblique (MLO) and cranial-caudal (CC) views to objective reference standard measurements obtained from MRI.
Volumetric measurements obtained from FFDM show high correlation with MRI data. Pearson's correlation coefficients of 0.93, 0.97 and 0.85 were obtained for volumetric breast density, breast volume and fibroglandular tissue volume, respectively.
Accurate volumetric breast density assessment is feasible in Full-Field Digital Mammograms and has potential to be used in objective breast cancer risk models and personalized screening.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0085952</identifier><identifier>PMID: 24465808</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Adult ; Aged ; Automation ; Biology ; Biomarkers ; Breast ; Breast - anatomy & histology ; Breast cancer ; Breasts ; Cancer screening ; Clinical medicine ; Correlation ; Correlation coefficient ; Correlation coefficients ; Density ; Digital images ; Digital imaging ; Digitization ; Engineering ; Feasibility studies ; Female ; Health risks ; Humans ; Imaging systems in medicine ; Imatgeria mèdica ; Imatges digitals ; Magnetic resonance ; Magnetic Resonance Imaging ; Mama ; Mammography ; Mammography - methods ; Medical imaging ; Medical screening ; Medicine ; Methods ; Middle Aged ; NMR ; Nuclear magnetic resonance ; Radiografia ; Radiographic Image Enhancement ; Radiography ; Radiology ; Reproducibility of Results ; Research Design ; Skull ; Studies ; Young Adult</subject><ispartof>PloS one, 2014-01, Vol.9 (1), p.e85952-e85952</ispartof><rights>COPYRIGHT 2014 Public Library of Science</rights><rights>2014 Gubern-Mérida et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>Reconeixement 3.0 Espanya info:eu-repo/semantics/openAccess <a href="http://creativecommons.org/licenses/by/3.0/es/deed.ca">http://creativecommons.org/licenses/by/3.0/es/deed.ca</a></rights><rights>2014 Gubern-Mérida et al 2014 Gubern-Mérida et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c800t-d48a61e7c5e2506b45aed20e562adc56951789f9d1f9e39c80d1f3bf8fefb11f3</citedby><cites>FETCH-LOGICAL-c800t-d48a61e7c5e2506b45aed20e562adc56951789f9d1f9e39c80d1f3bf8fefb11f3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3897574/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3897574/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,725,778,782,862,883,2098,2917,23853,26961,27911,27912,53778,53780,79355,79356</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/24465808$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>Gilhuijs, Kenneth GA</contributor><creatorcontrib>Gubern-Mérida, Albert</creatorcontrib><creatorcontrib>Kallenberg, Michiel</creatorcontrib><creatorcontrib>Platel, Bram</creatorcontrib><creatorcontrib>Mann, Ritse M</creatorcontrib><creatorcontrib>Martí, Robert</creatorcontrib><creatorcontrib>Karssemeijer, Nico</creatorcontrib><title>Volumetric breast density estimation from full-field digital mammograms: a validation study</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>To objectively evaluate automatic volumetric breast density assessment in Full-Field Digital Mammograms (FFDM) using measurements obtained from breast Magnetic Resonance Imaging (MRI).
A commercially available method for volumetric breast density estimation on FFDM is evaluated by comparing volume estimates obtained from 186 FFDM exams including mediolateral oblique (MLO) and cranial-caudal (CC) views to objective reference standard measurements obtained from MRI.
Volumetric measurements obtained from FFDM show high correlation with MRI data. Pearson's correlation coefficients of 0.93, 0.97 and 0.85 were obtained for volumetric breast density, breast volume and fibroglandular tissue volume, respectively.
Accurate volumetric breast density assessment is feasible in Full-Field Digital Mammograms and has potential to be used in objective breast cancer risk models and personalized screening.</description><subject>Adult</subject><subject>Aged</subject><subject>Automation</subject><subject>Biology</subject><subject>Biomarkers</subject><subject>Breast</subject><subject>Breast - anatomy & histology</subject><subject>Breast cancer</subject><subject>Breasts</subject><subject>Cancer screening</subject><subject>Clinical medicine</subject><subject>Correlation</subject><subject>Correlation coefficient</subject><subject>Correlation coefficients</subject><subject>Density</subject><subject>Digital images</subject><subject>Digital imaging</subject><subject>Digitization</subject><subject>Engineering</subject><subject>Feasibility studies</subject><subject>Female</subject><subject>Health risks</subject><subject>Humans</subject><subject>Imaging systems in medicine</subject><subject>Imatgeria mèdica</subject><subject>Imatges digitals</subject><subject>Magnetic resonance</subject><subject>Magnetic Resonance Imaging</subject><subject>Mama</subject><subject>Mammography</subject><subject>Mammography - methods</subject><subject>Medical imaging</subject><subject>Medical screening</subject><subject>Medicine</subject><subject>Methods</subject><subject>Middle Aged</subject><subject>NMR</subject><subject>Nuclear magnetic resonance</subject><subject>Radiografia</subject><subject>Radiographic Image Enhancement</subject><subject>Radiography</subject><subject>Radiology</subject><subject>Reproducibility of Results</subject><subject>Research Design</subject><subject>Skull</subject><subject>Studies</subject><subject>Young Adult</subject><issn>1932-6203</issn><issn>1932-6203</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><sourceid>XX2</sourceid><sourceid>DOA</sourceid><recordid>eNqNk1tr2zAUx83YWLts32BshsHYHpLJkmVLexiUskugUNilL3sQsnyUKMhWKsll-fZTEjckow_DGB_Jv__R0blk2csCzQpSFx9WbvC9tLO162GGEKOc4kfZecEJnlYYkcdH9ln2LIQVQpSwqnqaneGyrChD7Dz7fePs0EH0RuWNBxli3kIfTNzkEKLpZDSuz7V3Xa4Ha6fagG3z1ixMlDbvZNe5hZdd-JjL_E5a0-4FIQ7t5nn2REsb4MX4nWS_vnz-efltenX9dX55cTVVDKE4bUsmqwJqRQFTVDUlldBiBLTCslW04rSoGde8LTQHwpMoWaTRTINuimROstd7v2vrghjzEkRRcsQ5ppwlYr4nWidXYu3TvfxGOGnEbsP5hZA-GmVBcKIbkmKpqVJlQZQEXSFgja5JilbVyden8bSh6aBV0Ecv7YnT0z-9WYqFuxOE8ZrWZXJQ7B2oMCjhQYFXMu6Eh8X2xajGgmBapjJOsnfjod7dDqkyojNBgbWyBzfs7oorVmNOE_rmH_ThjIzUQqZLm167FKvaOhUXZc0YpSWqEjV7gEpPC51RqfG0SfsngvcngsRE-BMXcghBzH98_3_2-uaUfXvELkHauAypc7fNFk7BckyudyF40IfCFEhs5-Y-G2I7N2KcmyR7dVzUg-h-UMhf1TYUBQ</recordid><startdate>20140121</startdate><enddate>20140121</enddate><creator>Gubern-Mérida, Albert</creator><creator>Kallenberg, Michiel</creator><creator>Platel, Bram</creator><creator>Mann, Ritse M</creator><creator>Martí, Robert</creator><creator>Karssemeijer, Nico</creator><general>Public Library of Science</general><general>Public Library of Science (PLoS)</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>IOV</scope><scope>ISR</scope><scope>3V.</scope><scope>7QG</scope><scope>7QL</scope><scope>7QO</scope><scope>7RV</scope><scope>7SN</scope><scope>7SS</scope><scope>7T5</scope><scope>7TG</scope><scope>7TM</scope><scope>7U9</scope><scope>7X2</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8C1</scope><scope>8FD</scope><scope>8FE</scope><scope>8FG</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABJCF</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>D1I</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>H94</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>KB.</scope><scope>KB0</scope><scope>KL.</scope><scope>L6V</scope><scope>LK8</scope><scope>M0K</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>M7P</scope><scope>M7S</scope><scope>NAPCQ</scope><scope>P5Z</scope><scope>P62</scope><scope>P64</scope><scope>PATMY</scope><scope>PDBOC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PTHSS</scope><scope>PYCSY</scope><scope>RC3</scope><scope>7X8</scope><scope>XX2</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20140121</creationdate><title>Volumetric breast density estimation from full-field digital mammograms: a validation study</title><author>Gubern-Mérida, Albert ; Kallenberg, Michiel ; Platel, Bram ; Mann, Ritse M ; Martí, Robert ; Karssemeijer, Nico</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c800t-d48a61e7c5e2506b45aed20e562adc56951789f9d1f9e39c80d1f3bf8fefb11f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Automation</topic><topic>Biology</topic><topic>Biomarkers</topic><topic>Breast</topic><topic>Breast - 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Academic</collection><collection>Recercat</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PloS one</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Gubern-Mérida, Albert</au><au>Kallenberg, Michiel</au><au>Platel, Bram</au><au>Mann, Ritse M</au><au>Martí, Robert</au><au>Karssemeijer, Nico</au><au>Gilhuijs, Kenneth GA</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Volumetric breast density estimation from full-field digital mammograms: a validation study</atitle><jtitle>PloS one</jtitle><addtitle>PLoS One</addtitle><date>2014-01-21</date><risdate>2014</risdate><volume>9</volume><issue>1</issue><spage>e85952</spage><epage>e85952</epage><pages>e85952-e85952</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>To objectively evaluate automatic volumetric breast density assessment in Full-Field Digital Mammograms (FFDM) using measurements obtained from breast Magnetic Resonance Imaging (MRI).
A commercially available method for volumetric breast density estimation on FFDM is evaluated by comparing volume estimates obtained from 186 FFDM exams including mediolateral oblique (MLO) and cranial-caudal (CC) views to objective reference standard measurements obtained from MRI.
Volumetric measurements obtained from FFDM show high correlation with MRI data. Pearson's correlation coefficients of 0.93, 0.97 and 0.85 were obtained for volumetric breast density, breast volume and fibroglandular tissue volume, respectively.
Accurate volumetric breast density assessment is feasible in Full-Field Digital Mammograms and has potential to be used in objective breast cancer risk models and personalized screening.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>24465808</pmid><doi>10.1371/journal.pone.0085952</doi><tpages>e85952</tpages><oa>free_for_read</oa></addata></record> |
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| subjects | Adult Aged Automation Biology Biomarkers Breast Breast - anatomy & histology Breast cancer Breasts Cancer screening Clinical medicine Correlation Correlation coefficient Correlation coefficients Density Digital images Digital imaging Digitization Engineering Feasibility studies Female Health risks Humans Imaging systems in medicine Imatgeria mèdica Imatges digitals Magnetic resonance Magnetic Resonance Imaging Mama Mammography Mammography - methods Medical imaging Medical screening Medicine Methods Middle Aged NMR Nuclear magnetic resonance Radiografia Radiographic Image Enhancement Radiography Radiology Reproducibility of Results Research Design Skull Studies Young Adult |
| title | Volumetric breast density estimation from full-field digital mammograms: a validation study |
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