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Serum D-dimer as a potential new biomarker for prognosis in patients with thrombotic thrombocytopenic purpura
- Source :
- Medicine
- Publication Year :
- 2020
-
Abstract
- Supplemental Digital Content is available in the text<br />Thrombotic thrombocytopenic purpura (TTP) is a life-threatening disease, and its mortality rate is 10% to 20%. However, there are currently only a few markers to predict the prognosis in patients with TTP. We aimed to identify several clinical indices and laboratory parameters for predicting the prognosis of TTP at admission. A single-centre observational cohort study that included patients with TTP from the First Affiliated Hospital of Zhengzhou University in China was conducted from January 1, 2012 to November 30, 2018. The primary outcome was prognosis, including in-hospital mortality, major thromboembolic events, or failure to achieve remission at discharge. We used the random forest method to identify the best set of predictors. Eighty-seven patients with TTP were identified, of whom 12 died during the treatment. The total number of patients within-hospital mortality, major thromboembolic events, and failure to achieve remission at discharge was 58. The machine learning method showed that the D-dimer level was the strongest predictor of the primary outcome. Receiver operating characteristic (ROC) analysis demonstrated that the sensitivity and specificity of the D-dimer level alone for identifying high-risk patients were 78% and 81%, respectively, with an optimum diagnostic cut-off value of 770 ng/mL. The area under the ROC curve (AUC) was 0.80, and the 95% confidence interval (CI) was 0.70 to 0.90. This study found that the D-dimer level exhibited a good predictive ability for prognosis in patients with TTP. These findings may aid in the development of new and intensive treatment strategies to achieve remission among high-risk patients. However, external validation is necessary to confirm the generalizability of our approach across populations and treatment practices.
- Subjects :
- Adult
Male
medicine.medical_specialty
China
Thrombotic thrombocytopenic purpura
Observational Study
Disease
Comorbidity
Fibrin Fibrinogen Degradation Products
Machine Learning
03 medical and health sciences
0302 clinical medicine
Risk Factors
Internal medicine
Thromboembolism
D-dimer
medicine
Humans
030212 general & internal medicine
Hospital Mortality
thrombotic thrombocytopenic purpura
Aged
Retrospective Studies
Receiver operating characteristic
Purpura, Thrombotic Thrombocytopenic
business.industry
Mortality rate
Remission Induction
biomarkers
General Medicine
Middle Aged
medicine.disease
Prognosis
Confidence interval
ROC Curve
030220 oncology & carcinogenesis
ComputingMethodologies_DOCUMENTANDTEXTPROCESSING
Biomarker (medicine)
Female
business
Cohort study
Research Article
Subjects
Details
- ISSN :
- 15365964
- Volume :
- 99
- Issue :
- 13
- Database :
- OpenAIRE
- Journal :
- Medicine
- Accession number :
- edsair.doi.dedup.....a30d3d1f9b990feada0bcf8f4945a5b1