Objective
In this study, we sought to refine histologic scoring of rheumatoid arthritis (RA) synovial tissue by training with gene expression data and machine learning.
Methods
Twenty histologic features were assessed in 129 synovial tissue samples (n = 123 RA patients and n = 6 osteoarthritis [OA] patients). Consensus clustering was performed on gene expression data from a subset of 45 synovial samples. Support vector machine learning was used to predict gene expression subtypes, using histologic data as the input. Corresponding clinical data were compared across subtypes.
Results
Consensus clustering of gene expression data revealed 3 distinct synovial subtypes, including a high inflammatory subtype characterized by extensive infiltration of leukocytes, a low inflammatory subtype characterized by enrichment in pathways including transforming growth factor β, glycoproteins, and neuronal genes, and a mixed subtype. Machine learning applied to histologic features, with gene expression subtypes serving as labels, generated an algorithm for the scoring of histologic features. Patients with the high inflammatory synovial subtype exhibited higher levels of markers of systemic inflammation and autoantibodies. C‐reactive protein (CRP) levels were significantly correlated with the severity of pain in the high inflammatory subgroup but not in the others.
Conclusion
Gene expression analysis of RA and OA synovial tissue revealed 3 distinct synovial subtypes. These labels were used to generate a histologic scoring algorithm in which the histologic scores were found to be associated with parameters of systemic inflammation, including the erythrocyte sedimentation rate, CRP level, and autoantibody levels. Comparison of gene expression patterns to clinical features revealed a potentially clinically important distinction: mechanisms of pain may differ in patients with different synovial subtypes.
Flares are frequent in patients with RA undergoing arthroplasty. Higher baseline disease activity significantly increases the risk. Although more patients stopping biologics flared, this did not independently predict flaring. The effect of early postsurgery flares requires further study.
A high SAMe-TT2R2 score predicted poor warfarin control and adverse events among atrial fibrillation patients. However, the SAMe-TT2R2 score has not been well validated in venous thromboembolism (VTE) patients. A cohort of 1943 warfarin-treated patients with acute VTE was analyzed to correlate the SAMe-TT2R2 score with time in therapeutic range (TTR) and clinical adverse events. A TTR <60% was more frequent among patients with a high (>2) versus low (0–1) SAMe-TT2R2 score (63.4% vs 52.3%, p<0.0001). A high SAMe-TT2R2 score (>2) correlated with increased overall adverse events (7.9 vs 4.5 overall adverse events/100 patient years, p=0.002), driven primarily by increased recurrent VTE rates (4.2 vs 1.5 recurrent VTE/100 patient years, p=0.0003). The SAMe-TT2R2 score had a modest predictive ability for international normalized ratio (INR) quality and adverse clinical events among warfarin-treated VTE patients. The utility of the SAMe-TT2R2 score to guide clinical decision-making remains to be investigated.
A case of acute Budd-Chiari syndrome in a 26-year-old woman is reported. After a mesocaval shunt, the patient remained asymptomatic for 21 months, but ascites and hepatomegaly reappeared due to inferior vena cava stenosis subsequently treated by balloon dilation. Recurrence of stenosis indicated the need for a cavoatrial shunt with an expanded polytetrafluoroethylene prosthesis, which was followed by a complete recovery during the next 29 months. Radiological follow-up with magnetic resonance imaging demonstrated progressive hepatomegaly, thrombosis of the cavoatrial shunt, and stenosis of the mesocaval shunt. A transjugular intrahepatic portosystemic shunt was carried out, despite the absence of any patent residual hepatic vein at the usual level, by perforating the inferior vena cava and liver up to the right portal vein. An expandable 12-mm stent was successful in decreasing liver congestion. Dilation of the transjugular intrahepatic portosystemic shunt was done 15 months later, and the patient remains asymptomatic after a follow-up of 18 months.
Key Points
Question
Are interventional echocardiographers exposed to greater occupational radiation doses than interventional cardiologists and sonographers during structural heart procedures?
Findings
In this cross-sectional study of 60 structural heart procedures, interventional echocardiographers experienced higher head-level radiation doses than interventional cardiologists and sonographers.
Meaning
These comparatively higher radiation doses indicate a previously underappreciated occupational risk faced by interventional echocardiographers, which has implications for the rapidly expanding structural heart team.
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