A half-second glimpse often lets radiologists identify breast cancer cases even when viewing the mammogram of the opposite breast.

نویسندگان

  • Karla K Evans
  • Tamara Miner Haygood
  • Julie Cooper
  • Anne-Marie Culpan
  • Jeremy M Wolfe
چکیده

Humans are very adept at extracting the "gist" of a scene in a fraction of a second. We have found that radiologists can discriminate normal from abnormal mammograms at above-chance levels after a half-second viewing (d' ∼ 1) but are at chance in localizing the abnormality. This pattern of results suggests that they are detecting a global signal of abnormality. What are the stimulus properties that might support this ability? We investigated the nature of the gist signal in four experiments by asking radiologists to make detection and localization responses about briefly presented mammograms in which the spatial frequency, symmetry, and/or size of the images was manipulated. We show that the signal is stronger in the higher spatial frequencies. Performance does not depend on detection of breaks in the normal symmetry of left and right breasts. Moreover, above-chance classification is possible using images from the normal breast of a patient with overt signs of cancer only in the other breast. Some signal is present in the portions of the parenchyma (breast tissue) that do not contain a lesion or that are in the contralateral breast. This signal does not appear to be a simple assessment of breast density but rather the detection of the abnormal gist may be based on a widely distributed image statistic, learned by experts. The finding that a global signal, related to disease, can be detected in parenchyma that does not contain a lesion has implications for improving breast cancer detection.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Deep learning-based CAD systems for mammography: A review article

Breast cancer is one of the most common types of cancer in women. Screening mammography is a low‑dose X‑ray examination of breasts, which is conducted to detect breast cancer at early stages when the cancerous tumor is too small to be felt as a lump. Screening mammography is conducted for women with no symptoms of breast cancer, for early detection of cancer when the cancer is most treatable an...

متن کامل

Breast abnormalities segmentation using the wavelet transform coefficients aggregation

Introduction: Breast cancer is the most common cancer among women in the world. The automatic detection of masses in digital mammograms is a challenging task and a major step in the development of breast cancer CAD systems. In this study, we introduce a new method for automatic detection of suspicious mass candidate (SMC) regions in a mammogram. Methods: Mammography is widely used for the early...

متن کامل

Barriers to Participation of Breast Cancer Patients’ Relatives in Mammographic Screening

Introduction: Breast cancer is the most common female cancer in the world and Iran and the leading cause of cancer death among Iranian women. One way to control this cancer is to get screened and diagnosed early. Given that screening in the general population is not possible, early detection of this cancer in high-risk women is one way to control it. Mammography is one way to diagnose breast ca...

متن کامل

تعیین فشردگی بافت سینه با استفاده از منطق فازی

 Background and Aim: The risk of breast cancer increases directly in line with breast density. Therefore, it is important to pay more attention to denser breasts in order to detect abnormalities. The aim of this paper was to design and suggest a quantitative method to categorize breast density in digital mammogram images using fuzzy logic.  Materials and Methods: This was a crosectional study w...

متن کامل

بررسی فراوانی انجام ماموگرافی و موانع انجام آن در بستگان نزدیک بیماران مبتلا به سرطان پستان در سیرجان

Introduction: Breast cancer is the most common cancer among women and the risk is higher among women who have close relatives with breast cancer. So the aim of this study was to investigate the prevalence and barriers to mammography in close relatives of breast cancer patients in sirjan. Methods: The study population consisted of 65 women, all close relatives (First-degree relatives including ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Proceedings of the National Academy of Sciences of the United States of America

دوره 113 37  شماره 

صفحات  -

تاریخ انتشار 2016