Can perihaematomal radiomics features predict haematoma expansion?

Author(s):  
D. Zhu ◽  
M. Zhang ◽  
Q. Li ◽  
J. Liu ◽  
Y. Zhuang ◽  
...  
Keyword(s):  
2021 ◽  
Author(s):  
Xu Yang ◽  
Yan Zhu ◽  
Linshan Zhang ◽  
Likun Wang ◽  
Yuanhong Mao ◽  
...  

Abstract Background: The initial computed tomography (CT) blend sign has been used as an imaging marker to predict haematoma expansion and poor outcomes in patients with a small volume intracerebral haemorrhage (ICH). However, the relationship between the blend sign and outcomes remains elusive. The present study aimed to retrospectively measure the impact of initial CT blend signs on short-term outcomes in patients with hypertensive ICH who underwent stereotactic minimally invasive surgery (sMIS). Methods: We enrolled 242 patients with spontaneous ICH. Based on the initial CT features, the patients were assigned to a blend sign group (91 patients) or a nonblend sign (control) group (151 patients). The NIHSS, GCS and mRS were used to measure the effects of sMIS. The rates of severe pulmonary infection and cardiac complications were also compared between the two groups. Results: No significant differences in NIHSS and GCS scores were observed between the two groups. The proportion of patients with good outcomes during follow-up was not different between the two groups. The rate of rehaemorrhaging increased in the blend sign group. No significant differences in severe pulmonary infections and cardiac complications were noted between the two groups. Conclusions: The initial CT blend sign was not associated with poor outcomes in patients with hypertensive ICH who underwent sMIS. ICH patients with CT blend signs should undergo sMIS if they are suitable candidates for surgery.


2019 ◽  
Vol 48 (Supplement_3) ◽  
pp. iii17-iii65
Author(s):  
Erica Walsh ◽  
John McCabe ◽  
Sean Murphy ◽  
Dearbhla Kelly ◽  
Emer Nicholson ◽  
...  

Abstract Background Acute blood pressure (BP) lowering to a target of <150mmHg systolic improves outcomes in patients with acute spontaneous intra-cerebral haemorrhage (sICH). It is thought that the beneficial effect of BP-lowering in sICH is time-sensitive and mediated through the prevention of haematoma expansion. The American Heart Association guidelines state that BP lowering to <150 mmHg or lower is safe and can improve functional outcome. Our aim was to re-evaluate the performance of clinicians in meeting target SBP levels of <150mmHg in patients with acute sICH within 1 hour of presentation, following the introduction of a BP-lowering protocol in our centre. Methods We undertook a retrospective chart review of consecutive patients with an acute sICH admitted to our centre between September 2017 and May 2018. Any patient who did not receive active medical management from the outset of presentation due to immediate initiation of palliative measures were excluded. The time from presentation to target BP and BP measured at 1 hour were recorded. Any protocol violations were also documented Results 11 patients were included (mean age 77.5years, 55% female). The mean BP at presentation and 1 hour was 186/93mmHg and 161/93mmHg respectively. The median and mean times from presentation to first achieved target BP was 129 and 120minutes respectively. At least 1 protocol violation occurred in 66.6% of cases. The most common protocol violation was the failure to escalate to an intravenous infusion of a BP-lowering agent in a timely manner when bolus therapy had failed. Conclusion An introduction of a BP protocol for patients with an acute sICH did not improve performance on achieving rapid SBP-lowering to target levels of <150mmHg. Strategies to improve awareness of this protocol are required to improve adherence and its successful implementation.


2021 ◽  
Vol 8 (2) ◽  
pp. 228
Author(s):  
Rajendran Velayudham ◽  
Ramesh Dasarathan ◽  
Nirumal Khumar S. ◽  
Senthil Kumar S.

Background: Intracerebral haemorrhage is one amongst the most common subtype of stroke. It is a catastrophic disease with significant rate of mortality and may lead to severe disabilities. Immediate and effective treatment is a prime requisite of ICH, as rapid mortality occurs within first 24 hours. Definitive diagnosis of ICH is difficult as its symptoms are similar to ischemic stroke. Aim of current investigation was to establish a relationship between intra-cerebral haemorrhage and leukocytosis and to use it as an early tool for detecting haematoma expansion for prognostication and developing newer drugs using a suitable therapeutic target.  Methods: Current investigation was an observational study carried out on 100 patients with intra-cerebral haemorrhage. Differential counts were studied with respect to influence of particular subtypes on hematoma expansion. Follow up NCCT was done after 48 hours of the event.  Results: Results of present investigation revealed that mean age of the patients was 56 years, 82% were males and all the patients were hypertensive. It was observed that majority of patients with neutrophilic leukocytosis, did not show hematoma expansion and neutrophilic leukocytosis was preferentially present in patients with higher initial bleed volumes. Significant association was observed between monocytosis and haematoma expansion and association between lymphocytosis and volume expansion was observed to be non-significant.  Conclusions: Current study findings can aid in early risk stratification and prognostication of ICH patients and can also provide a tool for identification of new therapeutic targets for controlling haematoma expansion.


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.


2021 ◽  
Vol 87 ◽  
pp. 103-111
Author(s):  
Michael Amoo ◽  
Jack Henry ◽  
Peter Omotayo Alabi ◽  
Mohammed Ben Husien

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.


2018 ◽  
Vol 28 (10) ◽  
pp. 4343-4349 ◽  
Author(s):  
Fan Fu ◽  
Shengjun Sun ◽  
Liping Liu ◽  
Jianying Li ◽  
Yaping Su ◽  
...  

2010 ◽  
Vol 6 (3) ◽  
pp. 201-206 ◽  
Author(s):  
Dar Dowlatshahi ◽  
Eric E. Smith ◽  
Matthew L. Flaherty ◽  
Myzoon Ali ◽  
Patrick Lyden ◽  
...  
Keyword(s):  

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

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