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Power Spectral Analysis of Mammographic Parenchymal Patterns for Breast Cancer Risk Assessment

机译:乳腺实质性模式的功率谱分析对乳腺癌风险的评估

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摘要

Purpose: The purpose of the study was to evaluate the usefulness of power law spectral analysis on mammographic parenchymal patterns in breast cancer risk assessment. Materials and Methods: Mammograms from 172 subjects (30 women with the BRCA1/BRCA2 gene mutation and 142 low-risk women) were retrospectively collected and digitized. Because age is a very important risk factor, 60 low-risk women were randomly selected from the 142 low-risk subjects and were age matched to the 30 gene mutation carriers. Regions of interest were manually selected from the central breast region behind the nipple of these digitized mammograms and subsequently used in power spectral analysis. The power law spectrum of the form \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$P\left( f \right) = {B \mathord{\left/ {\vphantom {B {f^\beta }}} \right. \kern-\nulldelimiterspace} {f^\beta }}$$\end{document} was evaluated for the mammographic patterns. The performance of exponent β as a decision variable for differentiating between gene mutation carriers and low-risk women was assessed using receiver operating characteristic analysis for both the entire database and the age-matched subset. Results: Power spectral analysis of mammograms demonstrated a statistically significant difference between the 30 BRCA1/BRCA2 gene mutation carriers and the 142 low risk women with an average β values of 2.92 (±0.28) and 2.47(±0.20), respectively. An Az value of 0.90 was achieved in distinguishing between gene mutation carriers and low-risk women in the entire database, with an Az value of 0.89 being achieved on the age-matched subset. Conclusions: The BRCA1/BRCA2 gene mutation carriers and low-risk women have different mammographic parenchymal patterns. It is expected that women identified as high risk by computerized feature analyses might potentially be more aggressively screened for breast cancer.
机译:目的:本研究的目的是评估幂律频谱分析对乳腺X线摄影实质模式在乳腺癌风险评估中的有用性。材料和方法:回顾性收集来自172名受试者(30名患有BRCA1 / BRCA2基因突变的女性和142名低危女性)的乳房X线照片,并将其数字化。由于年龄是一个非常重要的危险因素,因此从142位低风险受试者中随机选择60位低风险女性,并将其年龄与30个基因突变携带者相匹配。从这些数字化乳腺X射线照片的乳头后面的中央乳房区域中手动选择感兴趣区域,然后将其用于功率谱分析。 \ documentclass [12pt] {minimum} \ usepackage {amsmath} \ usepackage {wasysym} \ usepackage {amsfonts} \ usepackage {amssymb} \ usepackage {amsbsy} \ usepackage {mathrsfs} \ usepackage {upgreek}形式的幂律谱\ setlength {\ oddsidemargin} {-69pt} \ begin {document} $$ P \ left(f \ right)= {B \ mathord {\ left / {\ vphantom {B {f ^ \ beta}}} \ right。 \ kern- \ nulldelimiterspace} {f ^ \ beta}} $$ \ end {document}已进行了乳房X光检查。对于整个数据库和与年龄匹配的子集,使用接收者操作特征分析评估了指数β作为区分基因突变携带者和低危女性的决策变量的性能。结果:乳房X射线照片的功率谱分析表明,在30个BRCA1 / BRCA2基因突变携带者与142位低风险女性之间具有统计学上的显着差异,平均β值分别为2.92(±0.28)和2.47(±0.20)。在整个数据库中区分基因突变携带者和低危女性时,Az值达到0.90,在与年龄匹配的子集上,Az值达到0.89。结论:BRCA1 / BRCA2基因突变携带者和低危妇女的乳房X线摄影实质不同。可以预期,通过计算机特征分析确定为高危女性的女性可能会更积极地筛查乳腺癌。

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