{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,23]],"date-time":"2026-01-23T20:44:48Z","timestamp":1769201088475,"version":"3.49.0"},"reference-count":37,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2008,1,3]],"date-time":"2008-01-03T00:00:00Z","timestamp":1199318400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Digit Imaging"],"published-print":{"date-parts":[[2008,6]]},"DOI":"10.1007\/s10278-007-9093-9","type":"journal-article","created":{"date-parts":[[2008,1,2]],"date-time":"2008-01-02T15:47:31Z","timestamp":1199288851000},"page":"145-152","source":"Crossref","is-referenced-by-count":41,"title":["Power Spectral Analysis of Mammographic Parenchymal Patterns for Breast Cancer Risk Assessment"],"prefix":"10.1007","volume":"21","author":[{"given":"Hui","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Maryellen L.","family":"Giger","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Olufunmilayo I.","family":"Olopade","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael R.","family":"Chinander","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2008,1,3]]},"reference":[{"key":"9093_CR1","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1002\/1097-0142(19890101)63:1<181::AID-CNCR2820630129>3.0.CO;2-H","volume":"63","author":"CL Carter","year":"1989","unstructured":"Carter CL, Allen C, Henson DE: Relation of tumor size, lymph node status, and survival in 24,740 breast cancer cases. Cancer 63:181\u2013189, 1989","journal-title":"Cancer"},{"key":"9093_CR2","doi-asserted-by":"crossref","first-page":"490","DOI":"10.1016\/0002-9610(94)90241-0","volume":"167","author":"MG Clay","year":"1994","unstructured":"Clay MG, Hishop G, Kan L, Olivotto IA, Burhenne LJ: Screening mammography in British Columbia 1988\u20131993. Am J Surg 167:490\u2013492, 1994","journal-title":"Am J Surg"},{"key":"9093_CR3","doi-asserted-by":"crossref","first-page":"43","DOI":"10.3322\/canjclin.57.1.43","volume":"57","author":"A Jemal","year":"2007","unstructured":"Jemal A, Siegel R, Ward E, Murray T, Xu J, Thun MJ: Cancer statistics, 2007. CA Cancer J Clin 57:43\u201366, 2007","journal-title":"CA Cancer J Clin"},{"key":"9093_CR4","first-page":"474","volume":"237","author":"SE Singletary","year":"2003","unstructured":"Singletary SE: Rating the risk factors for breast cancer. Ann Surg 237:474\u2013482, 2003","journal-title":"Ann Surg"},{"key":"9093_CR5","doi-asserted-by":"crossref","first-page":"298","DOI":"10.1016\/S1076-6332(03)80373-2","volume":"9","author":"JJ Heine","year":"2002","unstructured":"Heine JJ, Malhotra P: Mammographic tissue, breast cancer risk, serial image analysis, and digital mammography. Acad Radiol 9:298\u2013316, 2002","journal-title":"Acad Radiol"},{"key":"9093_CR6","doi-asserted-by":"crossref","first-page":"1095","DOI":"10.1093\/jnci\/93.14.1095","volume":"93","author":"MJ Stoutjesdijk","year":"2001","unstructured":"Stoutjesdijk MJ, Boetes C, Jager GJ, Beex L, Bult P, Hendriks J, Laheij R, Massuger L, van Die LE, Wobbes T, Barentsz JO: Magnetic resonance imaging and mammography in women with a hereditary risk of breast cancer. J Natl Cancer Inst 93:1095\u20131102, 2001","journal-title":"J Natl Cancer Inst"},{"key":"9093_CR7","doi-asserted-by":"crossref","first-page":"3524","DOI":"10.1200\/JCO.2001.19.15.3524","volume":"19","author":"E Warner","year":"2001","unstructured":"Warner E, Plewes DB, Shumak RS, Catzavelos GC, Di Prospero LS, Yaffe MJ, Goel V, Ramsay E, Chart PL, Cole DEC, Taylor GA, Cutrara M, Samuels TH, Murphy JP, Murphy JM, Narod SA: Comparison of breast magnetic resonance imaging, mammography, and ultrasound for surveillance of women at high risk for hereditary breast cancer. J Clin Oncol 19:3524\u20133531, 2001","journal-title":"J Clin Oncol"},{"key":"9093_CR8","doi-asserted-by":"crossref","first-page":"844","DOI":"10.1093\/jnci\/94.11.844","volume":"94","author":"DM Euhus","year":"2002","unstructured":"Euhus DM, Smith KC, Robinson L, Stucky A, Olopade OI, Cummings S, Garber JE, Chittenden A, Mills GB, Rieger P, Esserman L, Crawford B, Hughes KS, Roche CA, Ganz PA, Seldon J, Fabian CJ, Klemp J, Tomlinson G: Pretest prediction of BRCA1 or BRCA2 mutation by risk counselors and the computer model BRCAPRO. J Natl Cancer Inst 94:844\u2013851, 2002","journal-title":"J Natl Cancer Inst"},{"key":"9093_CR9","doi-asserted-by":"crossref","first-page":"1358","DOI":"10.1093\/jnci\/94.18.1358","volume":"94","author":"D Thompson","year":"2002","unstructured":"Thompson D, Easton DF: Cancer incidence in BRCA1 mutation carriers. J Natl Cancer Inst 94:1358\u20131365, 2002","journal-title":"J Natl Cancer Inst"},{"key":"9093_CR10","doi-asserted-by":"crossref","first-page":"1130","DOI":"10.2214\/ajr.126.6.1130","volume":"126","author":"JN Wolfe","year":"1976","unstructured":"Wolfe JN: Breast patterns as an index of risk for developing breast cancer. Am J Roentgenol 126:1130\u20131139, 1976","journal-title":"Am J Roentgenol"},{"key":"9093_CR11","first-page":"1253","volume":"72","author":"NF Boyd","year":"1984","unstructured":"Boyd NF, O\u2019Sullivan B, Fishell E, Simor I, Cooke G: Mammographic patterns and breast cancer risk: methodologic standards and contradictory results. J Natl Cancer Inst 72:1253\u20131259, 1984","journal-title":"J Natl Cancer Inst"},{"key":"9093_CR12","doi-asserted-by":"crossref","first-page":"314","DOI":"10.1007\/s11912-001-0083-7","volume":"3","author":"NF Boyd","year":"2001","unstructured":"Boyd NF, Martin LJ, Stone J, Greenberg C, Minkin S, Yaffe MJ: Mammographic densities as a marker of human breast cancer risk and their use in chemoprevention. Curr Oncol Rep 3:314\u2013321, 2001","journal-title":"Curr Oncol Rep"},{"key":"9093_CR13","first-page":"728","volume":"12","author":"J Brisson","year":"2003","unstructured":"Brisson J, Diorio C, M\u00e2sse B: Wolfe\u2019s parenchymal pattern and percentage of the breast with mammographic densities: redundant or complementary classifications? Caner Epidemiol Biomarkers Prev 12:728\u2013732, 2003","journal-title":"Caner Epidemiol Biomarkers Prev"},{"key":"9093_CR14","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1088\/0031-9155\/40\/1\/010","volume":"40","author":"PG Tahoces","year":"1995","unstructured":"Tahoces PG, Correa J, Souto M, Gomez L, Vidal JJ: Computer-assisted diagnosis: the classification of mammographic breast parenchymal patterns. Phys Med Biol 40:103\u2013117, 1995","journal-title":"Phys Med Biol"},{"key":"9093_CR15","doi-asserted-by":"crossref","first-page":"780","DOI":"10.1117\/12.7973905","volume":"25","author":"IE Magnin","year":"1986","unstructured":"Magnin IE, Cluzeau F, Odet CL: Mammographic texture analysis: an evaluation of risk for developing breast cancer. Opt Eng 25:780\u2013784, 1986","journal-title":"Opt Eng"},{"key":"9093_CR16","doi-asserted-by":"crossref","first-page":"456","DOI":"10.1259\/0007-1285-67-797-456","volume":"67","author":"P Taylor","year":"1994","unstructured":"Taylor P, Hajnal S, Dilhuydy MH, Barreau B: Measuring image texture to separate \u201cdifficult\u201d from \u201ceasy\u201d mammograms. Br J Radiol 67:456\u2013463, 1994","journal-title":"Br J Radiol"},{"key":"9093_CR17","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1002\/(SICI)1097-0142(19970701)80:1<66::AID-CNCR9>3.0.CO;2-D","volume":"80","author":"JW Byng","year":"1997","unstructured":"Byng JW, Yaffe MJ, Lockwood LE, Little LE, Tritchler DL, Boyd NF: Automated analysis of mammographic densities and breast carcinoma risk. Cancer 80:66\u201374, 1997","journal-title":"Cancer"},{"key":"9093_CR18","doi-asserted-by":"crossref","first-page":"113","DOI":"10.3233\/BD-1998-103-412","volume":"10","author":"NF Boyd","year":"1998","unstructured":"Boyd NF, Lockwood GA, Martin LJ, Knight JA, Byng JW, Yaffe MJ, Tritchler DL: Mammographic densities and breast cancer risk. Breast Dis 10:113\u2013126, 1998","journal-title":"Breast Dis"},{"key":"9093_CR19","first-page":"314","volume":"3","author":"NF Boyd","year":"2001","unstructured":"Boyd NF, Martin LJ, Stone J, Greenberg C, Minkin S, Yaffe MJ: Mammographic densities as a marker of human breast cancer risk and their use in chemoprevention. Cancer Prev 3:314\u2013321, 2001","journal-title":"Cancer Prev"},{"key":"9093_CR20","first-page":"863","volume":"8","author":"C Atkinson","year":"1999","unstructured":"Atkinson C, Warren R, Bingham SA, Day NE: Mammographic patterns as a predictive biomarker of breast cancer risk: effect of tamoxifen. Cancer Epidemiol Biomarkers Prev 8:863\u2013866, 1999","journal-title":"Cancer Epidemiol Biomarkers Prev"},{"key":"9093_CR21","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1118\/1.598851","volume":"27","author":"Z Huo","year":"2000","unstructured":"Huo Z, Giger ML, Wolverton DE, Zhong W, Cumming SA, Olopade OI: Computerized analysis of mammographic parenchymal patterns for breast cancer risk assessment: feature selection. Med Phys 27:4\u201312, 2000","journal-title":"Med Phys"},{"key":"9093_CR22","doi-asserted-by":"crossref","first-page":"519","DOI":"10.1148\/radiol.2252010845","volume":"225","author":"Z Huo","year":"2002","unstructured":"Huo Z, Giger ML, Olopade OI, Wolveton DE, Weber BL, Metz CE, Zhong W, Cummings SA: Computerized analysis of digitized mammograms of BRCA1 and BRCA2 gene mutation carriers. Radiology 225:519\u2013526, 2002","journal-title":"Radiology"},{"key":"9093_CR23","doi-asserted-by":"crossref","first-page":"549","DOI":"10.1118\/1.1644514","volume":"31","author":"H Li","year":"2004","unstructured":"Li H, Giger ML, Huo Z, Olopade OI, Lan L, Weber BL, Bonta I: Computerized analysis of mammographic parenchymal patterns for assessing breast cancer risk: effect of ROI size and location. Med Phys 31:549\u2013555, 2004","journal-title":"Med Phys"},{"key":"9093_CR24","doi-asserted-by":"crossref","first-page":"863","DOI":"10.1016\/j.acra.2005.03.069","volume":"12","author":"H Li","year":"2005","unstructured":"Li H, Giger ML, Olopade OI, Margolis A, Lan L, Chinander MR: Computerized texture analysis of mammographic parenchymal patterns of digitized mammograms. Acad Radiol 12:863\u2013873, 2005","journal-title":"Acad Radiol"},{"key":"9093_CR25","doi-asserted-by":"crossref","first-page":"513","DOI":"10.1016\/j.acra.2007.02.003","volume":"14","author":"H Li","year":"2007","unstructured":"Li H, Giger ML, Olopade OI, Lan L: Fractal analysis of mammographic parenchymal patterns in breast cancer risk assessment. Acad Radiol 14:513\u2013521, 2007","journal-title":"Acad Radiol"},{"key":"9093_CR26","doi-asserted-by":"crossref","unstructured":"Burgess AE: Mammographic structure: data preparation and spatial statistics analysis. Medical Imaging 1998, Image Processing, San Diego, CA. In: Hanson K Ed. Proceedings of the Society of photo-optics Instrumentation Engineers, Bellingham, WA, vol. 3661, 1998, pp 642\u2013653","DOI":"10.1117\/12.348620"},{"key":"9093_CR27","doi-asserted-by":"crossref","first-page":"647","DOI":"10.1118\/1.1445410","volume":"29","author":"JJ Heine","year":"2002","unstructured":"Heine JJ, Velthuizen RP: Spectral analysis of full field digital mammography data. Med Phys 29:647\u2013661, 2002","journal-title":"Med Phys"},{"key":"9093_CR28","doi-asserted-by":"crossref","first-page":"720","DOI":"10.1097\/00004424-198609000-00009","volume":"21","author":"CE Metz","year":"1986","unstructured":"Metz CE: ROC methodology in radiologic imaging. Invest Radiol 21:720\u2013733, 1986","journal-title":"Invest Radiol"},{"key":"9093_CR29","doi-asserted-by":"crossref","first-page":"234","DOI":"10.1097\/00004424-198903000-00012","volume":"24","author":"CE Metz","year":"1989","unstructured":"Metz CE: Some practical issues of experimental design and data analysis in radiological ROC studies. Invest Radiol 24:234\u2013245, 1989","journal-title":"Invest Radiol"},{"key":"9093_CR30","doi-asserted-by":"crossref","first-page":"1879","DOI":"10.1093\/jnci\/81.24.1879","volume":"81","author":"MH Gail","year":"1989","unstructured":"Gail MH, Brinton LA, Byar DP, Corle DK, Green SB, Schairer C, Mulvihill JJ: Projecting individualized probabilities of developing breast cancer for white females who are being examined annually. J Natl Cancer Inst 81:1879\u20131886, 1989","journal-title":"J Natl Cancer Inst"},{"key":"9093_CR31","volume-title":"Image processing, analysis, and machine vision","author":"M Sonka","year":"1999","unstructured":"Sonka M, Hlavac V, Boyle R: Image processing, analysis, and machine vision, Pacific Grove, CA: PWS, 1999"},{"key":"9093_CR32","doi-asserted-by":"crossref","first-page":"419","DOI":"10.1118\/1.1355308","volume":"28","author":"AE Burgess","year":"2001","unstructured":"Burgess AE, Jacobson FL, Judy PF: Human observer detection experiments with mammograms and power-law noise. Med Phys 28:419\u2013437, 2001","journal-title":"Med Phys"},{"key":"9093_CR33","volume-title":"Random data: analysis and measurement procedures","author":"JS Bendat","year":"2000","unstructured":"Bendat JS, Piersol AG: Random data: analysis and measurement procedures, New York: Wiley, 2000"},{"key":"9093_CR34","volume-title":"Mathematical statistics and data analysis","author":"JA Rice","year":"1995","unstructured":"Rice JA: Mathematical statistics and data analysis, Belmont, CA: Duxbury, 1995"},{"key":"9093_CR35","doi-asserted-by":"crossref","first-page":"647","DOI":"10.1118\/1.1445410","volume":"29","author":"JJ Heine","year":"2002","unstructured":"Heine JJ, Velthuizen RP: Spectral analysis of full field digital mammography data. Med Phys 29:647\u2013661, 2002","journal-title":"Med Phys"},{"key":"9093_CR36","doi-asserted-by":"crossref","first-page":"1777","DOI":"10.1364\/JOSAA.13.001777","volume":"13","author":"MP Eckstein","year":"1996","unstructured":"Eckstein MP, Whiting JS: Visual signal detection in structured backgrounds: I. Effect of number of possible spatial locations and signal contrast. J Opt Soc Am A 13:1777\u20131787, 1996","journal-title":"J Opt Soc Am A"},{"key":"9093_CR37","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1006\/jvci.1996.0020","volume":"7","author":"P Soille","year":"1996","unstructured":"Soille P, Rivest JF: On the validity of fractal dimension measurements in image analysis. J Visual Commun Image Represent 7:217\u2013229, 1996","journal-title":"J Visual Commun Image Represent"}],"container-title":["Journal of Digital Imaging"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10278-007-9093-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10278-007-9093-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10278-007-9093-9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,25]],"date-time":"2025-01-25T00:29:27Z","timestamp":1737764967000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10278-007-9093-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008,1,3]]},"references-count":37,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2008,6]]}},"alternative-id":["9093"],"URL":"https:\/\/doi.org\/10.1007\/s10278-007-9093-9","relation":{},"ISSN":["0897-1889","1618-727X"],"issn-type":[{"value":"0897-1889","type":"print"},{"value":"1618-727X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008,1,3]]}}}