The development of medical image databases has been largely a private activity to date, lacking the rigor and standards that would allow these repositories to serve as reference models for research, including drug development. This is changing, however, as more organizations, including the U.S. National Institutes of Health and the European Federation for Medical Informatics, join the effort. But significant challenges remain, speakers said at a special session Saturday.
The development of medical image databases has been largely a private activity to date, lacking the rigor and standards that would allow these repositories to serve as reference models for research, including drug development. This is changing, however, as more organizations, including the U.S. National Institutes of Health and the European Federation for Medical Informatics, join the effort. But significant challenges remain, speakers said at a special session Saturday.
The incredible variety of imaging findings has proved to be an obstacle as researchers struggle to annotate reference images appropriately. A group at the NIH used a consensus process to annotate images with lung nodules but found it slow going, said Laurence P. Clarke, Ph.D., of the institute's cancer imaging program.
Resources have also proved to be a problem, according to Alexander Horsch, Ph.D., of the University of Munich and a member of the European Federation for Medical Informatics (EFMI). The federation established a workgroup in 2002 to pursue a reference image database. Since then, awareness of the need for such a database has grown, but the commitment to contribute has been limited.
"Everyone wants to get, nobody wants to give," Horsch said.
Two factors are driving the interest in reference image databases: the need for standards against which image processing strategies can be evaluated, and the use of imaging as an end point in drug development.
The benefits of a reference image database could be considerable, Clarke said. They include benchmarking for common cases, accelerated development of computer-assisted detection, objective assessment of therapies, greater confidence in clinical decisions, streamlined drug development, and better informed coverage decisions.
The National Cancer Institute launched its Lung Image Database Consortium project in 2001. This year, it reached a cooperative agreement with the American College of Radiology Imaging Network to share some of the clinical trial data. It has begun to speed up data collection and expects to complete the project with 400 cases in September 2006, Clarke said.
The database is intended to permit benchmarking of CAD for lung nodule detection and diagnosis in a screening and early diagnosis context. A recently established public-private partnership involving the NCI, FDA, industry, and the Foundation for the National Institutes of Health will build on the results.
Research by the EFMI working group identified other databases under development. The 10 largest include eight commercial databases, one with 1.2 million images. They generally could not be validated, however, and would not serve as reference databases.
A group of 10 smaller medical image databases comes closer to what the EFMI is seeking, Horsch said. One is the NCI's lung image database. Two are devoted to breast cancer: the Digital Database for Screening Mammography (U.S.) and one run by the Mammographic Imaging Analysis Society (U.K.). Three are committed to brain imaging: the Simulated Brain Database, the Biomedical Informatics Research Network, and the Laboratory of Neuro Imaging (all in the U.S.). The Pap Smear Tutorial (Denmark) addresses cervical cancer, and the Medical Image Reference Center (Japan) focuses on cancer and cardiovascular diseases.
Seven Takeaways from Meta-Analysis of PSMA Radiotracers for Prostate Cancer Imaging
December 1st 2023In a newly published meta-analysis of 24 studies, researchers noted that the PSMA PET radiotracer 18F PSMA-1007 may provide more benefit than 68Ga Ga-PSMA-11 for primary staging of patients with prostate cancer and detection of local lesion recurrence, but also has drawbacks with higher liver uptake and multiple reports of false positive bone lesions.
Study: Regular Mammography Screening Reduces Breast Cancer Mortality Risk by More than 70 Percent
November 30th 2023Consistent adherence to the five most recent mammography screenings prior to a breast cancer diagnosis reduced breast cancer death risk by 72 percent in comparison to women who did not have the mammography screening, according to new research findings presented at the annual Radiological Society of North America (RSNA) conference.
Chest CT Study Shows Higher Emphysema Risk from Combination of Marijuana and Cigarette Smoking
November 28th 2023People who smoke marijuana and cigarettes have 12 times the risk for centrilobular emphysema than non-smokers, according to new computed tomography (CT) research presented at the annual Radiological Society of North America (RSNA) conference.