title: Breast cancer spatial heterogeneity in near-infrared spectra and the prediction of neoadjuvant chemotherapy response.
abstract: We describe an algorithm to calculate an index that characterizes spatial differences in broadband near-infrared [(NIR), 650-1000 nm] absorption spectra of tumor-containing breast tissue. Patient-specific tumor spatial heterogeneities are visualized through a heterogeneity spectrum function (HS). HS is a biomarker that can be attributed to different molecular distributions within the tumor. To classify lesion heterogeneities, we built a heterogeneity index (HI) derived from the HS by weighing the HS in specific NIR absorption bands. It is shown that neoadjuvant chemotherapy (NAC) response is potentially related to the tumor heterogeneity. Therefore, we correlate the heterogeneity index obtained prior to treatment with the final response to NAC. From a pilot study of 15 cancer patients treated with NAC, pathological complete responders (pCR) were separated from non-pCR according to their HI (-44 ± 12 and 43 ± 17, p = 3 × 10(-8), respectively). We conclude that the HS function is a biomarker that can be used to visualize spatial heterogeneities in lesions, and the baseline HI prior to therapy correlates with chemotherapy pathological response.
authors.affiliation: University of California, Irvine, Biomedical Engineering Department, Irvine, California 92697, USA.
authors.forename: Ylenia
authors.initials: Y
authors.lastname: Santoro
authors.forename: Anaïs
authors.initials: A
authors.lastname: Leproux
authors.forename: Albert
authors.initials: A
authors.lastname: Cerussi
authors.forename: Bruce
authors.initials: B
authors.lastname: Tromberg
authors.forename: Enrico
authors.initials: E
authors.lastname: Gratton
mesh_terms: D000328:Adult; D000368:Aged; D000465:Algorithms; D014408:Biomarkers, Tumor / Q000737:chemistry; D001943:Breast Neoplasms / Q000737:chemistry / Q000188:drug therapy* / Q000473:pathology*; D017024:Chemotherapy, Adjuvant; D005260:Female; D006801:Humans; D008875:Middle Aged; D020360:Neoadjuvant Therapy; D010865:Pilot Projects; D011237:Predictive Value of Tests; D011379:Prognosis; D019265:Spectroscopy, Near-Infrared / Q000379:methods*; D016896:Treatment Outcome
chemical_list: D014408:Biomarkers, Tumor