A Clinically-Compatible Workflow for Computer-Aided Assessment of Brain Disease Activity in Multiple Sclerosis Patients.

Over the last 10 years, the number of approved disease modifying drugs acting on the focal inflammatory process in Multiple Sclerosis (MS) has increased from 3 to 10. This wide choice offers the opportunity of a personalized medicine with the objective of no clinical and radiological activity for each patient. This new paradigm requires the optimization of the detection of new FLAIR lesions on longitudinal MRI. In this paper, we describe a complete workflow-that we developed, implemented, deployed, and evaluated-to facilitate the monitoring of new FLAIR lesions on longitudinal MRI of MS patients. This workflow has been designed to be usable by both hospital and private neurologists and radiologists in France. It consists of three main components: (i) a software component that allows for automated and secured anonymization and transfer of MRI data from the clinical Picture Archive and Communication System (PACS) to a processing server (and vice-versa); (ii) a fully automated segmentation core that enables detection of focal longitudinal changes in patients from T1-weighted, T2-weighted and FLAIR brain MRI scans, and (iii) a dedicated web viewer that provides an intuitive visualization of new lesions to radiologists and neurologists. We first present these different components. Then, we evaluate the workflow on 54 pairs of longitudinal MRI scans that were analyzed by 3 experts (1 neuroradiologist, 1 radiologist, and 1 neurologist) with and without the proposed workflow. We show that our workflow provided a valuable aid to clinicians in detecting new MS lesions both in terms of accuracy (mean number of detected lesions per patient and per expert 1.8 without the workflow vs. 2.3 with the workflow, p = 5.10-4) and of time dedicated by the experts (mean time difference 2'45″, p = 10-4). This increase in the number of detected lesions has implications in the classification of MS patients as stable or active, even for the most experienced neuroradiologist (mean sensitivity was 0.74 without the workflow and 0.90 with the workflow, p-value for no difference = 0.003). It therefore has potential consequences on the therapeutic management of MS patients.

Comparative performance investigation of DICOM C-STORE and DICOM HTTP-based requests.

Increasingly, physicians have to access clinical images distributed over multiple healthcare organizations. To this end, two DICOM protocols may be used: a regular DICOM C-STORE transaction or an HTTP-based DICOM request such as WADO or STOW. A major problem of the DICOM C-STORE transaction is that it is inefficient to transfer DICOM data sets that consist of thousands of DICOM objects (such as functional MRI data set) because of the large number of negotiations involved in the transfer. We compare the performances of C-STORE transactions with the STOW HTTP-based protocol, and show that the STOW protocol can divide the transfer time by about 50 when compared to a DICOM C-STORE transaction for studies that consists of thousands of DICOM objects.

Interoperability and medical communication using "patient envelope"-based secure messaging.

The process of transmitting patient medical information between different healthcare parties involves harmonizing multiple elements: addresses, certificates, patient IDs, communication protocol, message format, and documents/EPR to be exchanged. Beyond the work done at the "information structure level" within CEN TC251, ISO TC215, HL7 and DICOM, it is necessary to focus on the "basic medical communication level." An original approach, based on the "Patient Envelope", has been developed and successfully implemented for Oncology. The operator of the National "Réseau Santé Social" is now proposing a new "secure messaging" service supporting the "Envelope"-based communication. The authors are actively involved in standardization organizations' works, including EDI Santé, DICOM, IETF, and ISO TC 215. The current "envelope" format is compatible with all the e-mail clients. It will evolve to be based on the ebXML envelope, extended with a "medical header" containing HL7/EHRCOM Data Types and C-METS/GPICs. This document describes the results from a 3-year experience, as well as the different steps included in the project.