The CHOPS score, comprising coma at admission, cerebral hemorrhage, oral contraceptive use, pregnancy and puerperium, and number of occluded sinuses, can accurately predict severe cerebral venous sinus thrombosis progression after anticoagulation with an area under the curve of 0.873.
Key Findings
Results
Oral contraceptive use was the strongest independent risk factor predicting SCVST progression after anticoagulation.
OR = 28.720, p = 0.003
Identified through multivariate logistic regression analysis
Study population consisted of 199 SCVST patients in the primary cohort
This was the highest OR among all five independent risk factors identified
Results
Pregnancy and puerperium was identified as an independent risk factor predicting SCVST progression after anticoagulation.
OR = 5.525, p = 0.001
Identified through multivariate logistic regression analysis
Primary cohort included 199 SCVST patients
Pregnancy and puerperium was one of five independent predictors incorporated into the CHOPS score
Results
Coma at admission was an independent risk factor predicting SCVST progression after anticoagulation.
OR = 3.890, p < 0.001
Identified through multivariate logistic regression analysis in 199 SCVST patients
Coma at admission forms the 'C' component of the CHOPS score
Among the clinical presentation variables analyzed, which also included hemiplegia and sensory dysfunction
Results
Cerebral hemorrhage was an independent risk factor predicting SCVST progression after anticoagulation.
OR = 2.151, p = 0.038
Identified through multivariate logistic regression in the primary cohort of 199 SCVST patients
Cerebral hemorrhage forms the 'H' component of the CHOPS score
Radiological variables analyzed also included cerebral infarction and sinus involvement
Results
Number of occluded sinuses was an independent risk factor predicting SCVST progression after anticoagulation.
OR = 1.708, p < 0.001
Identified through multivariate logistic regression in 199 SCVST patients
Forms the 'S' component of the CHOPS score
OR reflects a per-unit increase in the number of occluded sinuses
Results
The CHOPS score achieved an area under the curve of 0.873 in predicting SCVST progression after anticoagulation.
AUC = 0.873, indicating good predictive accuracy
Validated in a separate cohort of 32 SCVST patients using ROC curve analysis
The score was constructed based on the odds ratios of the five independent risk factors: coma at admission (C), cerebral hemorrhage (H), oral contraceptive use (O), pregnancy and puerperium (P), and number of occluded sinuses (S)
The score was developed from the primary cohort of 199 patients and tested in the validation cohort of 32 patients
Results
Factors including age, gender, hemiplegia, sensory dysfunction, and cerebral infarction were analyzed but not found to be independent predictors of SCVST progression.
Univariate and multivariate logistic regression analyses were conducted for all listed variables
Variables included age, gender, pregnancy and puerperium, oral contraceptive use, coma state, hemiplegia, sensory dysfunction, cerebral infarction, cerebral hemorrhage, and sinus involvement
Only five variables remained significant in multivariate analysis and were incorporated into the CHOPS score
Primary cohort of 199 SCVST patients was used for this analysis
What This Means
This research suggests that certain clinical and imaging features can predict whether patients with severe cerebral venous sinus thrombosis (CVST) — a condition where blood clots form in the brain's drainage veins — will get worse even after receiving blood-thinning (anticoagulation) treatment. The researchers analyzed data from 199 patients and found five key risk factors associated with disease progression: being in a coma at hospital admission, having bleeding in the brain, using oral contraceptives, being pregnant or recently postpartum, and having a greater number of blocked venous sinuses in the brain. These five factors were combined into a scoring tool called the CHOPS score.
The CHOPS score was then tested in a separate group of 32 patients, where it demonstrated strong predictive accuracy with an area under the curve of 0.873 (a value of 1.0 would be perfect prediction, and 0.5 would be no better than chance). Notably, oral contraceptive use carried the highest associated risk (nearly 29 times greater odds of progression), while pregnancy/puerperium, coma, brain bleeding, and the number of blocked sinuses each also significantly increased the risk.
This research suggests that the CHOPS score could help clinicians identify which CVST patients are at high risk of deteriorating despite standard anticoagulation therapy, potentially guiding decisions about whether more aggressive treatments — such as endovascular procedures or surgery — should be considered. Having a validated, structured scoring system may support earlier and more targeted intervention for high-risk patients.
Liu Y, Xu W, Zhang G, Huang X, Xu Y, Wang Q. (2026). Using the CHOPS score to evaluate the severe cerebral venous sinus thrombosis progression risk after anticoagulation.. Frontiers in neurology. https://doi.org/10.3389/fneur.2026.1848582