The CT-DRAGON score was developed to predict long-term functional outcome after acute stroke in the anterior circulation treated by thrombolysis. Its implementation in clinical practice may be hampered by its plethora of variables. The current study was designed to develop and evaluate an alternative score, as a reduced set of features, derived from the original CT-DRAGON score. This single-center retrospective study included 564 patients treated for stroke, in the anterior and the posterior circulation. At 90 days, favorable [modified Rankin Scale score (mRS) of 0-2] and miserable outcome (mRS of 5-6) were predicted by the CT-DRAGON in 427 patients. Bootstrap forests selected the most relevant parameters of the CT-DRAGON, in order to develop a reduced set of features. Discrimination, calibration and misclassification of both models were tested. The area under the receiver operating characteristic curve (AUROC) for the CT-DRAGON was 0.78 (95% CI 0.74-0.81) for favorable and 0.78 (95% CI 0.72-0.83) for miserable outcome. Misclassification was 29% for favorable and 13.5% for miserable outcome, with a 100% specificity for the latter. National Institutes of Health Stroke Scale (NIHSS), pre-stroke mRS and age were identified as the strongest contributors to favorable and miserable outcome and named the reduced features set. While CT-DRAGON was only available in 323 patients (57%), the reduced features set could be calculated in 515 patients (91%) ( < 0.001). Misclassification was 25.8% for favorable and 14.4% for miserable outcome, with a 97% specificity for miserable outcome. The reduced features set had better discriminative power than CT-DRAGON for both outcomes (both < 0.005), with an AUROC of 0.82 (95% CI 0.79-0.86) and 0.83 (95% CI 0.77-0.87) for favorable and miserable outcome, respectively. The CT-DRAGON score revealed acceptable discrimination in our cohort of both anterior and posterior circulation strokes, receiving all treatment modalities. The reduced features set could be measured in a larger cohort and with better discrimination. However, the reduced features set needs further validation in a prospective, multicentre study. : http://www.clinicaltrials.gov. Identifiers: NCT03355690, NCT04092543.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC7412791PMC
http://dx.doi.org/10.3389/fneur.2020.00718DOI Listing

Publication Analysis

Top Keywords

miserable outcome
28
reduced features
24
features set
24
ct-dragon score
16
outcome
9
ct-dragon
9
functional outcome
8
outcome acute
8
reduced
8
score reduced
8

Similar Publications

Article Synopsis
  • Axial malalignment of the femurs and tibias, now called tetratorsional malalignment (TTM), causes persistent hip and knee pain that doesn't respond to nonoperative treatments.
  • A study evaluated the effectiveness of bilateral rotational osteotomy in improving patient-reported outcomes for those with TTM, using preoperative CT scans to guide surgery.
  • Results from 16 patients showed significant improvements in function, pain, and self-image, with minimal complications, indicating that surgical correction of TTM can be beneficial.
View Article and Find Full Text PDF
Article Synopsis
  • A case of arterial cerebral air embolism (aCAE) in an 84-year-old male is reported, likely caused by aspiration pneumonia, which led to sudden loss of consciousness.
  • CT scans showed air presence in specific brain areas and indicated right upper lung aspiration pneumonia with cavity formation.
  • The condition was treated with an antiepileptic, and since there was no prior medical intervention, it was classified as noniatrogenic aCAE, highlighting the rarity of such cases compared to more common iatrogenic ones.
View Article and Find Full Text PDF

The application of multidisciplinary techniques in the management of endocrine-related cancers is crucial for harnessing the advantages of multiple disciplines and their coordinated efforts in eliminating tumors. Due to the malignant characteristics of cancer cells, they possess the capacity to develop resistance to traditional treatments such as chemotherapy and radiotherapy. Nevertheless, despite diligent endeavors to enhance the prediction of outcomes, the overall survival rate for individuals afflicted with endocrine-related malignancy remains quite miserable.

View Article and Find Full Text PDF
Article Synopsis
  • Mechanical thrombectomy (MT) is effective for acute basilar artery occlusion (ABAO), but many patients still experience poor outcomes, prompting the need for better pre-treatment assessments.
  • A study of 144 ABAO patients from 10 hospitals revealed that 37.5% had miserable outcomes, defined as a modified Rankin Scale (mRS) score of 5-6 three months post-treatment.
  • Key factors linked to these poor outcomes included high NIHSS scores and the size of brainstem infarction, with specific cutoff values that could help clinicians decide if MT is appropriate for a patient.
View Article and Find Full Text PDF

Background: Despite the increased use of mechanical thrombectomy (MT) in recent years, there remains a lack of research on in-hospital mortality rates following the procedure, the primary factors influencing these rates, and the potential for predicting them. This study aimed to utilize interpretable machine learning (ML) to help clarify these uncertainties.

Methods: This retrospective study involved patients with anterior circulation large vessel occlusion (LVO)-related ischemic stroke who underwent MT.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!