Fusion Branch Network with Class Learning Difficulty Loss Function for Recongnizition of Haematoma Expansion Signs in Intracerebral Haemorrhage

Author(s):  
Ye Yang ◽  
Shanxiong Chen ◽  
Duo Tan ◽  
Rui Yao ◽  
Shiyu Zhu ◽  
...  
2017 ◽  
Vol 89 (3) ◽  
pp. 263-270 ◽  
Author(s):  
Gregoire Boulouis ◽  
Andrea Morotti ◽  
Marco Pasi ◽  
Joshua N Goldstein ◽  
M Edip Gurol ◽  
...  

IntroductionThe characteristics and natural history of acute non-vitamin K antagonists oral anticoagulants (NOAC)-associated intracerebral haemorrhage (ICH) are largely unknown. We performed a comprehensive systematic review and meta-analysis to compare baseline ICH volume, haematoma expansion and clinical outcomes between NOAC-ICH versus vitamin K antagonists-ICH (VKA-ICH).MethodsWe searched PubMed and conference abstracts for observational studies comparing baseline characteristics and outcomes in patients with NOAC-ICH versus VKA-ICH using an appropriate keyword/MeSH term search strategy. Data were extracted following PRISMA and MOOSE guidelines. The main outcome measures were mortality and unfavourable functional outcome (modified Rankin Score: 4–6) at discharge and at 3 months, as well as ICH volumes and haematoma expansion rates in the two groups. Random-effects models with DerSimonian-Laird weights were used for pooled estimates calculation.ResultsTwelve studies including 393 NOAC-ICH and 3482 VKA-ICH were pooled in meta-analysis. There was no difference in mean ICH-volume between the two groups (standard mean difference: −0.24; 95% CI −0.52 to 0.04, p=0.093). The rates of haematoma expansion were comparable in NOAC-ICH versus VKA-ICH (OR: 0.76; 95% CI 0.49 to 1.19, p=0.236). We did not find any difference between patients with NOAC-ICH versus VKA-ICH in all-cause mortality at discharge (OR: 0.66; 95% CI 0.42 to 1.05, p=0.077) and unfavourable functional outcome at discharge (OR: 0.77; 95% CI 0.41 to 1.44, p=0.413). The 3-month outcome was also comparable between the two ICH groups. Moderate-to-substantial statistical heterogeneity was noted.ConclusionOur results confirm that ICH volume, haematoma expansion, mortality and functional outcome appear to be similar for NOAC-ICH versus VKA-ICH. Large prospective cohorts and updated meta-analyses are needed to provide more precise estimates.


Author(s):  
Stefan Pszczolkowski ◽  
José P. Manzano-Patrón ◽  
Zhe K. Law ◽  
Kailash Krishnan ◽  
Azlinawati Ali ◽  
...  

Abstract Objectives To test radiomics-based features extracted from noncontrast CT of patients with spontaneous intracerebral haemorrhage for prediction of haematoma expansion and poor functional outcome and compare them with radiological signs and clinical factors. Materials and methods Seven hundred fifty-four radiomics-based features were extracted from 1732 scans derived from the TICH-2 multicentre clinical trial. Features were harmonised and a correlation-based feature selection was applied. Different elastic-net parameterisations were tested to assess the predictive performance of the selected radiomics-based features using grid optimisation. For comparison, the same procedure was run using radiological signs and clinical factors separately. Models trained with radiomics-based features combined with radiological signs or clinical factors were tested. Predictive performance was evaluated using the area under the receiver operating characteristic curve (AUC) score. Results The optimal radiomics-based model showed an AUC of 0.693 for haematoma expansion and an AUC of 0.783 for poor functional outcome. Models with radiological signs alone yielded substantial reductions in sensitivity. Combining radiomics-based features and radiological signs did not provide any improvement over radiomics-based features alone. Models with clinical factors had similar performance compared to using radiomics-based features, albeit with low sensitivity for haematoma expansion. Performance of radiomics-based features was boosted by incorporating clinical factors, with time from onset to scan and age being the most important contributors for haematoma expansion and poor functional outcome prediction, respectively. Conclusion Radiomics-based features perform better than radiological signs and similarly to clinical factors on the prediction of haematoma expansion and poor functional outcome. Moreover, combining radiomics-based features with clinical factors improves their performance. Key Points • Linear models based on CT radiomics-based features perform better than radiological signs on the prediction of haematoma expansion and poor functional outcome in the context of intracerebral haemorrhage. • Linear models based on CT radiomics-based features perform similarly to clinical factors known to be good predictors. However, combining these clinical factors with radiomics-based features increases their predictive performance.


2019 ◽  
Vol 23 (35) ◽  
pp. 1-48 ◽  
Author(s):  
Nikola Sprigg ◽  
Katie Flaherty ◽  
Jason P Appleton ◽  
Rustam Al-Shahi Salman ◽  
Daniel Bereczki ◽  
...  

Background Tranexamic acid reduces death due to bleeding after trauma and postpartum haemorrhage. Objective The aim of the study was to assess if tranexamic acid is safe, reduces haematoma expansion and improves outcomes in adults with spontaneous intracerebral haemorrhage (ICH). Design The TICH-2 (Tranexamic acid for hyperacute primary IntraCerebral Haemorrhage) study was a pragmatic, Phase III, prospective, double-blind, randomised placebo-controlled trial. Setting Acute stroke services at 124 hospitals in 12 countries (Denmark, Georgia, Hungary, Ireland, Italy, Malaysia, Poland, Spain, Sweden, Switzerland, Turkey and the UK). Participants Adult patients (aged ≥ 18 years) with ICH within 8 hours of onset. Exclusion criteria Exclusion criteria were ICH secondary to anticoagulation, thrombolysis, trauma or a known underlying structural abnormality; patients for whom tranexamic acid was thought to be contraindicated; prestroke dependence (i.e. patients with a modified Rankin Scale [mRS] score > 4); life expectancy < 3 months; and a Glasgow Coma Scale score of < 5. Interventions Participants, allocated by randomisation, received 1 g of an intravenous tranexamic acid bolus followed by an 8-hour 1-g infusion or matching placebo (i.e. 0.9% saline). Main outcome measure The primary outcome was functional status (death or dependency) at day 90, which was measured by the shift in the mRS score, using ordinal logistic regression, with adjustment for stratification and minimisation criteria. Results A total of 2325 participants (tranexamic acid, n = 1161; placebo, n = 1164) were recruited from 124 hospitals in 12 countries between 2013 and 2017. Treatment groups were well balanced at baseline. The primary outcome was determined for 2307 participants (tranexamic acid, n = 1152; placebo, n = 1155). There was no statistically significant difference between the treatment groups for the primary outcome of functional status at day 90 [adjusted odds ratio (aOR) 0.88, 95% confidence interval (CI) 0.76 to 1.03; p = 0.11]. Although there were fewer deaths by day 7 in the tranexamic acid group (aOR 0.73, 95% CI 0.53 to 0.99; p = 0.041), there was no difference in case fatality at 90 days (adjusted hazard ratio 0.92, 95% CI 0.77 to 1.10; p = 0.37). Fewer patients experienced serious adverse events (SAEs) after treatment with tranexamic acid than with placebo by days 2 (p = 0.027), 7 (p = 0.020) and 90 (p = 0.039). There was no increase in thromboembolic events or seizures. Limitations Despite attempts to enrol patients rapidly, the majority of participants were enrolled and treated > 4.5 hours after stroke onset. Pragmatic inclusion criteria led to a heterogeneous population of participants, some of whom had very large strokes. Although 12 countries enrolled participants, the majority (82.1%) were from the UK. Conclusions Tranexamic acid did not affect a patient’s functional status at 90 days after ICH, despite there being significant modest reductions in early death (by 7 days), haematoma expansion and SAEs, which is consistent with an antifibrinolytic effect. Tranexamic acid was safe, with no increase in thromboembolic events. Future work Future work should focus on enrolling and treating patients early after stroke and identify which participants are most likely to benefit from haemostatic therapy. Large randomised trials are needed. Trial registration Current Controlled Trials ISRCTN93732214. Funding This project was funded by the National Institute for Health Research Health Technology Assessment programme and will be published in full in Health Technology Assessment; Vol. 23, No. 35. See the NIHR Journals Library website for further project information. The project was also funded by the Pragmatic Trials, UK, funding call and the Swiss Heart Foundation in Switzerland.


2013 ◽  
Vol 23 (7) ◽  
pp. 1846-1854 ◽  
Author(s):  
Sheng-Jun Sun ◽  
Pei-Yi Gao ◽  
Bin-Bin Sui ◽  
Xin-Yi Hou ◽  
Yan Lin ◽  
...  

2020 ◽  
pp. jnnp-2020-323458
Author(s):  
Santosh Murthy ◽  
David J Roh ◽  
Abhinaba Chatterjee ◽  
Nichol McBee ◽  
Neal S Parikh ◽  
...  

ObjectiveTo evaluate the relationship between prior antiplatelet therapy (APT) and outcomes after primary intracerebral haemorrhage (ICH), and assess if it varies by haematoma location.MethodsWe pooled individual patient data from the Virtual International Stroke Trials Archive-ICH trials dataset, Clot Lysis: Evaluating Accelerated Resolution of Intraventricular Hemorrhage III trial and the Minimally Invasive Surgery Plus Alteplase for Intracerebral Hemorrhage Evacuation Phase III trial. The exposure was APT preceding ICH diagnosis. The primary outcome was haematoma expansion at 72 hours. Secondary outcomes were admission haematoma volume, all-cause mortality, death or major disability (modified Rankin Scale (mRS) score ≥4) and shift in mRS distribution. Mixed-effects models were used to assess the relationship between APT and outcomes. Secondary analyses were stratified by ICH location and study cohort.ResultsAmong 1420 patients with ICH, there were 782 (55.1%) lobar and 596 (42.0%) deep haemorrhages. APT was reported in 284 (20.0%) patients. In adjusted regression models, prior APT was not associated with haematoma expansion (OR, 0.97; 95% CI 0.60 to 1.57), major disability or death (OR, 1.05; 95% CI 0.61 to 1.63), all-cause mortality (OR, 0.89; 95% CI 0.47 to 1.85), admission haematoma volume (beta, −0.17; SE, 0.09; p=0.07) and shift in mRS (p=0.43). In secondary analyses, APT was associated with admission haematoma volume in lobar ICH (beta, 0.25; SE, 0.12; p=0.03), but there was no relationship with other ICH outcomes when stratified by haematoma location or study cohort.ConclusionsIn a large heterogeneous cohort of patients with ICH, prior APT was not associated with haematoma expansion or functional outcomes after ICH, regardless of haematoma location. APT was associated with admission haematoma volumes in lobar ICH.


BMJ Open ◽  
2019 ◽  
Vol 9 (1) ◽  
pp. e024744 ◽  
Author(s):  
Vignan Yogendrakumar ◽  
Margaret Moores ◽  
Lindsey Sikora ◽  
Tim Ramsay ◽  
Dean A Fergusson ◽  
...  

IntroductionPatients presenting with acute intracerebral haemorrhage are at a high risk of exhibiting haematoma expansion, a phenomenon that can significantly worsen long-term functioning. Numerous clinical and radiological factors are associated with expansion. In a bid to better select patients at increased risk of expanding, these factors have been collated together into clinical scores. Several clinical scores have been developed, but comparisons of diagnostic potential between these scores are limited and the frequency of use in clinical trial enrolment is unknown.ObjectiveTo perform a scoping review of haematoma expansion scores and explore numerous factors such as the methodology of development and diagnostic capabilities.Methods and analysisMEDLINE, PubMed, EMBASE, CENTRAL and ClinicalTrials.gov will be searched with assistance from an experienced information specialist. Eligible studies will involve adults presenting with spontaneous intracerebral haemorrhage who received baseline assessments, follow-up imaging and risk stratification through a haematoma expansion score. Reviewers will independently extract data from the included studies and will collect data on patient demographics and medical history, details on score development, diagnostic capabilities and usage proportions. Analysis of extracted data will focus on comparing the predictive capability of each score and similarities/differences in score development. The exact analysis technique will be dictated on the type of data extracted.Ethics and disseminationFormal ethics is not required as primary data will not be collected. The findings of this study will be disseminated through conference presentations and peer-reviewed publications.


2021 ◽  
pp. svn-2021-000941
Author(s):  
Ximing Nie ◽  
Jingyi Liu ◽  
Dacheng Liu ◽  
Qi Zhou ◽  
Wanying Duan ◽  
...  

Background and purposeCurrent randomised controlled trials (RCTs) showed an uncertain benefit of haemostatic therapy on preventing haematoma expansion and improving the outcome in patients with intracerebral haemorrhage (ICH). This meta-analysis aims to systematically evaluate the effect of haemostatic agents on the prevention of haemorrhage growth in patients with high-risk spontaneous ICH predicted by CT signs in RCTs.MethodsA comprehensive search of PubMed, EMBASE and Cochrane library from 1 January 2005 to 30 June 2021 was conducted. RCTs that compared haemostatic agents with placebo for the treatment of spontaneous patients with ICH with high-risk haemorrhage growth were included. The primary endpoint was haematoma expansion at 24 hours. Other major endpoints of interest included 90-day functional outcome and mortality.ResultsThe meta-analysis included four RCTs that randomised 2666 patients with ICH with high-risk haemorrhage growth. Haemostatic therapy reduced the rate of haematoma expansion at a marginally statistically significant level when compared with placebo (OR 0.84; 95% CI 0.70 to 1.00; p=0.051). Subgroup analysis for patients with black hole sign on CT revealed a significant reduction of haematoma expansion with haemostatic therapy (OR 0.61; 95% CI 0.39 to 0.94; p=0.03). However, both the primary analysis and subgroup analyses showed that haemostatic therapy could not reduce the rate of poor functional outcome (modified Rankin Scale >3) or death.ConclusionsHaemostatic therapy showed a marginally significant benefit in reducing early haematoma expansion in patients with high-risk spontaneous ICH predicted by markers on CT scan. However, no significant improvement in functional outcome or reduction of mortality was observed.


2017 ◽  
Vol 2 (3) ◽  
pp. 257-263 ◽  
Author(s):  
Vignan Yogendrakumar ◽  
Andrew M Demchuk ◽  
Richard I Aviv ◽  
David Rodriguez-Luna ◽  
Carlos A Molina ◽  
...  

Introduction The role of intracerebral haemorrhage location in haematoma expansion remains unclear. Our objective was to assess the effect of lobar versus non-lobar haemorrhage on haematoma expansion and clinical outcome. Patients and methods We analysed data from the prospective PREDICT study where patients with intracerebral haemorrhage presenting to hospital under 6 h of symptom onset received baseline computed tomography (CT), CT angiogram, 24 h follow-up CT, and 90-day mRS. Intracerebral haemorrhage location was categorised as lobar versus non-lobar, and primary outcomes were significant haematoma expansion (>6 ml) and poor clinical outcome (mRS > 3). Multivariable regression was used to adjust for relevant covariates. The primary analysis population was divided by spot sign status and the effect of haemorrhage location was compared to haematoma expansion in exploratory post hoc analysis. Results Among 302 patients meeting the inclusion criteria, lobar haemorrhage was associated with increased haematoma expansion >6 ml (p = 0.003), poor clinical outcome (p = 0.011) and mortality (p = 0.017). When adjusted for covariates, lobar haemorrhage independently predicted significant haematoma expansion (aOR 2.2 (95% CI: 1.1–4.3), p = 0.021) and poor clinical outcome (aOR 2.6 (95% CI: 1.2–5.6), p = 0.019). Post hoc analysis showed that patients who were spot sign negative had a higher degree of haematoma expansion with baseline lobar haemorrhage (lobar 26% versus deep 11%; p = 0.01). No significant associations were observed in spot-positive patients (lobar 52% versus deep 47%; p = 0.69). Discussion and Conclusion Haematoma expansion is more likely to occur with lobar intracerebral haemorrhage and haemorrhage location is associated with poor clinical outcome. As expansion is a promising therapeutic target, hemorrhage location may be helpful for prognostication and as a selection tool in future ICH clinical trials.


2018 ◽  
Vol 89 (6) ◽  
pp. A21.2-A21
Author(s):  
Natasha Krishnadas ◽  
Thanh G Phan ◽  
Vivian WY Lai ◽  
Michael J Batt ◽  
Ronil V Chandra ◽  
...  

IntroductionTo study whether presence of the CT angiographic ‘spot sign’ for spontaneous intracerebral haemorrhage (ICH) expansion is predictive of mortality.MethodPubMed, Medline, conference proceedings and manuscript references up to June 2017 were searched for studies reporting “computed tomography angiography” and “spot sign” or “intracerebral haemorrhage” and “spot sign”. Positive (PLR) and negative (NLR) likelihood ratios were calculated using MetaDisc. The PLR needs to be ≥5 and NLR ≤0.1 for a test to be clinically useful.ResultsThere have not been previous systematic reviews correlating the spot sign to clinical outcome. There were 36 studies describing 6888 patients and 32 clinical outcome measures. However, there were only three outcome measures with sufficient comparability across the studies. PLR, and NLR for in-hospital mortality by spot sign were 2.47 (95% CI 1.59–3.82) and 0.62 (95%CI 0.46–0.82) with a plateau of 2.7 and 0.6 respectively across 10 studies. PLR and NLR for 3 month mortality by haematoma expansion were 0.41 (95%CI 0.35–0.47) and 0.8 (95%CI 0.78–0.83) with a plateau of 2.0 and 0.8 respectively across 8 studies.ConclusionOverall, there is limited data available on clinical outcomes stratified by the ‘spot sign’. Based on the available information, the PLR and NLR did not meet respective thresholds of 5 and 0.1 required to have clinical utility.


2021 ◽  
Vol Volume 17 ◽  
pp. 11-18
Author(s):  
Yue Shi ◽  
Xuehui Fan ◽  
Guozhong Li ◽  
Di Zhong ◽  
Xin Zhang

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