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Thus, it is potentially relevant to assess breast cancer development. We propose the use of second-harmonic generation images of tumor stroma selected on hematoxylin and eosin\u2013stained slides to evaluate the prognostic value of collagen fibers analyses in peri and intratumoral areas in patients diagnosed with invasive ductal breast carcinoma. Quantitative analyses of collagen parameters were performed using ImageJ software. These parameters presented significantly higher values in peri than in intratumoral areas. Higher intratumoral collagen uniformity was associated with high pathological stages and with the presence of axillary lymph node metastasis. In patients with immunohistochemistry-based luminal subtype, higher intratumoral collagen uniformity and quantity were independently associated with poorer relapse-free and overall survival, respectively. A multivariate response recursive partitioning model determined 12.857 and 11.894 as the best cut-offs for intratumoral collagen quantity and uniformity, respectively. These values have shown high sensitivity and specificity to differentiate distinct outcomes. Values of intratumoral collagen quantity and uniformity exceeding the cut-offs were strongly associated with poorer relapse-free and overall survival. Our findings support a promising prognostic value of quantitative evaluation of intratumoral collagen by second-harmonic generation imaging mainly in the luminal subtype breast cancer.<\/jats:p>","DOI":"10.1177\/1010428318770953","type":"journal-article","created":{"date-parts":[[2018,4,17]],"date-time":"2018-04-17T07:19:16Z","timestamp":1523949556000},"page":"101042831877095","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":61,"title":["Collagen analysis by second-harmonic generation microscopy predicts outcome of luminal breast cancer"],"prefix":"10.1177","volume":"40","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7843-3314","authenticated-orcid":false,"given":"Rodrigo A","family":"Natal","sequence":"first","affiliation":[{"name":"Laboratory of Investigative and Molecular Pathology, Center for Investigation in Pediatrics (CIPED), Faculty of Medical Sciences, State University of Campinas, Campinas, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jos\u00e9","family":"Vassallo","sequence":"additional","affiliation":[{"name":"Laboratory of Investigative and Molecular Pathology, Center for Investigation in Pediatrics (CIPED), Faculty of Medical Sciences, State University of Campinas, Campinas, Brazil"},{"name":"Department of Anatomic Pathology, A.C. 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