Science Translational Medicine · 2014 · 158 citations · 35 references
MedicineNuclear MedicineRadiologyChemotherapyDiagnostic ImagingDiagnostic RadiologyComputed TomographyPositron Emission TomographyPost-therapy ImagingResponse AssessmentTherapy Response AssessmentTuberculosis Diagnostic TestingMultidrug-resistant Tuberculosis TreatmentRadiologic ImagingSputum MicrobiologySurrogate EndpointsSurrogate Imaging EndpointsTreatment Outcome MonitoringTreatment Outcome PredictionTuberculosis Relapse
Definitive clinical trials of new chemotherapies for treating tuberculosis (TB) require following subjects until at least 6 months after treatment discontinuation to assess for durable cure, making these trials expensive and lengthy. Surrogate endpoints relating to treatment failure and relapse are currently limited to sputum microbiology, which has limited sensitivity and specificity. We prospectively assessed radiographic changes using 2-deoxy-2-[(18)F]-fluoro-D-glucose (FDG) positron emission tomography/computed tomography (PET/CT) at 2 and 6 months (CT only) in a cohort of subjects with multidrug-resistant TB, who were treated with second-line TB therapy for 2 years and then followed for an additional 6 months. CT scans were read semiquantitatively by radiologists and were computationally evaluated using custom software to provide volumetric assessment of TB-associated abnormalities. CT scans at 6 months (but not 2 months) assessed by radiologist readers were predictive of outcomes, and changes in computed abnormal volumes were predictive of drug response at both time points. Quantitative changes in FDG uptake 2 months after starting treatment were associated with long-term outcomes. In this cohort, some radiologic markers were more sensitive than conventional sputum microbiology in distinguishing successful from unsuccessful treatment. These results support the potential of imaging scans as possible surrogate endpoints in clinical trials of new TB drug regimens. Larger cohorts confirming these results are needed.
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A Concordance Correlation Coefficient to Evaluate Reproducibility
Biometrics · 1989 · 8.7K citations
Robust Radiomics Feature Quantification Using Semiautomatic Volumetric Segmentation
Chintan Parmar, Emmanuel Rios Velazquez, Ralph T. H. Leijenaar et al. · PLoS ONE · 2014 · 603 citations · Full text
Debra Benator, Mondira Bhattacharya, Lorna Bozeman et al. · The Lancet · 2002 · 411 citations