ROC curve analysis for predicting sEV ineffectiveness

Clinical Score: 0.900 Price: $0.50 type 2 diabetes mellitus, obesity, ischemic disease human patients Status: proposed

What This Experiment Tests

Clinical experiment designed to assess clinical efficacy targeting miR-130a in human patients. Primary outcome: prediction of sEV ineffectiveness

Description

This clinical diagnostic study used Receiver Operating Characteristic (ROC) curve analysis to develop a predictive model for identifying ineffective sEV based on miR-130a and TGF-β content. The analysis aimed to create a clinically useful tool for identifying patients whose autologous sEV would be ineffective for pro-angiogenic therapy. ROC curve analyses were performed using miR-130a and TGF-β content measurements 'in Series' to predict sEV ineffectiveness. The results revealed that sEV ineffectiveness could be predicted with a Likelihood Ratio positive (LH+) of 3.3 with 95% confidence interval from 2.6 to 3.9. This diagnostic analysis provided a practical framework for patient stratification in potential sEV-based therapeutic applications.

TARGET GENE
miR-130a
MODEL SYSTEM
human patients
ESTIMATED COST
$0
TIMELINE
0 months
PATHWAY
TGF-β signaling pathway, angiogenesis pathway
SOURCE
extracted_from_pmid_31959759
PRIMARY OUTCOME
prediction of sEV ineffectiveness

Scoring Dimensions

Info Gain 0.00 (25%) Feasibility 0.00 (20%) Hyp Coverage 0.00 (20%) Cost Effect. 0.00 (15%) Novelty 0.00 (10%) Ethical Safety 0.00 (10%) 0.900 composite

📖 Wiki Pages

TGF-beta Signaling Therapies for Neurodegenerationtherapeutictgf-beta-modulation-therapytherapeuticTGF-β (Transforming Growth Factor Beta)proteinTGF-β Receptor 2 (TGFBR2) ProteinproteinTGF-β Receptor 1 (TGFBR1) ProteinproteinTGF-beta Receptor 1 (TGFβR1) ProteinproteinTGF-β1 ProteinproteinTGF-beta1 ProteinproteinTGF-beta Signaling Pathway in NeurodegenerationmechanismTGF-beta Signaling Pathway in NeurodegenerationmechanismTGF-beta Signaling in CBS/PSPmechanismTGF-β Signaling in Parkinson's Diseasemechanismtgf-beta-hs3st2-tau-axismechanismTGF-β/BMP Signaling Pathway in NeurodegenerationmechanismTGF-beta Signaling Therapeutics for Neurodegeneratinvestment

Protocol

ROC curve analysis using miR-130a and TGF-β content measurements in series

Expected Outcomes

development of predictive model for sEV effectiveness

Success Criteria

statistically significant predictive capability with clinically useful likelihood ratios

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