Changing stroke rehab and research worldwide now.Time is Brain! trillions and trillions of neurons that DIE each day because there are NO effective hyperacute therapies besides tPA(only 12% effective). I have 523 posts on hyperacute therapy, enough for researchers to spend decades proving them out. These are my personal ideas and blog on stroke rehabilitation and stroke research. Do not attempt any of these without checking with your medical provider. Unless you join me in agitating, when you need these therapies they won't be there.

What this blog is for:

My blog is not to help survivors recover, it is to have the 10 million yearly stroke survivors light fires underneath their doctors, stroke hospitals and stroke researchers to get stroke solved. 100% recovery. The stroke medical world is completely failing at that goal, they don't even have it as a goal. Shortly after getting out of the hospital and getting NO information on the process or protocols of stroke rehabilitation and recovery I started searching on the internet and found that no other survivor received useful information. This is an attempt to cover all stroke rehabilitation information that should be readily available to survivors so they can talk with informed knowledge to their medical staff. It lays out what needs to be done to get stroke survivors closer to 100% recovery. It's quite disgusting that this information is not available from every stroke association and doctors group.

Showing posts with label reperfusion. Show all posts
Showing posts with label reperfusion. Show all posts

Saturday, July 11, 2026

ASPECTS Fails to Reflect Ceiling for Endovascular Stroke Therapy Benefit

 Nobody here understands that it is NOT FUTILE REPERFUSION! You have DONE NOTHING to stop the 5 causes of the neuronal cascade of death in the first week and thus letting die hundreds of millions to billions of neurons!

You really don't  know what the fuck you are doing in stroke, so get the hell out!

ASPECTS Fails to Reflect Ceiling for Endovascular Stroke Therapy Benefit

Quantitative volumetry better avoids futile reperfusion, per a nationwide study

Key Takeaways

  • A Korean cohort study compared the prognostic value of quantitative volumetry versus ASPECTS in thrombectomy-treated patients.
  • Quantitative infarct volumetry turned out to be a more accurate estimation of biological infarct burden than ASPECTS in patients with large-core stroke.
  • Additionally, extensive infarctions >110 mL on volumetry marked the upper infarct volume where the benefit of reperfusion diminishes.

There was evidence for going beyond the Alberta Stroke Program Early CT Score (ASPECTS) in selecting stroke patients with enough salvageable brain tissue to benefit from thrombectomy, one group contended.

Based on a nationwide Korean cohort undergoing endovascular therapy (EVT), there was major discordance between CT-based ASPECTS and volumetric measurements: regardless of ASPECTS status, patients meeting the volumetric large-core definition per diffusion-weighted imaging (DWI) MRI had substantially worse functional outcomes (90-day modified Rankin Scale score 5-6; adjusted OR 6.92, 95% CI 2.58-19.34).

Meanwhile, strokes classified as large core by ASPECTS but not by DWI volumetry were not independently associated with poor outcome. In fact, an ASPECTS-only large-core stroke was more akin to volumetric small-core strokes in terms of the likelihood of a poor functional outcome (11.8% vs 11.7%), according to Beom Joon Kim, MD, PhD, of Seoul National University Bundang Hospital in Seongnam, Korea, and colleagues reporting in Stroke.

Further analysis suggested EVT's benefit was evident in the 50-110 mL range but disappeared when infarctions exceeded 110 mL per DWI.

"Quantitative volumetry provided better prognostic discrimination and identified ≥110 mL as a therapeutic ceiling where the benefit of thrombectomy becomes negligible," the authors wrote.(So giving up on treating them! You better ask at the hospital beforehand if they are quitters so you can bypass them. That would be pure hospital incompetence!)! "This suggests that the large-core benefit observed in prior trials may have been driven by patients below this volume threshold, masking the futility experienced by those with truly extensive necrosis."

How this is possible could be related to the inherent limitations of ASPECTS, an ordinal, region-weighted scale on noncontrast CT that is widely available.

"Its coarse, topographical thresholding can misrepresent infarct burden in either direction: small, scattered lesions spanning multiple regions can precipitate a disproportionately low score, thereby overestimating the biological infarct burden, whereas extensive yet subtle ischemic changes often evade visual detection, yielding deceptively preserved scores that underestimate the true extent of infarct," Kim's group explained.

"Specifically in the context of large-core trials, this discordance suggests that the ASPECTS-defined large-core category can amalgamate physiologically dissimilar patients and may, in some instances, include patients whose true infarct burden is not large by volumetric standards," they continued. "This mismatch between a pragmatic label and underlying biology gives rise to what has been described as a large-core paradox: the very group termed large core may be partially composed of patients with smaller, or at least less extensive, cores who are more likely to benefit from recanalization treatment."

In the end, the message reiterates that EVT, no matter how much of an advancement it is in stroke medicine, still has its limits, and the current way of defining this ceiling has not sufficed.

"Although ASPECTS typically suffices for rapid triage, quantitative volumetry is imperative for resolving clinical ambiguity in borderline cases and, crucially, for defining the objective threshold where the benefit of reperfusion is eclipsed by the risk of futility," the study authors concluded.

For their study, Kim and colleagues relied on a neuroimaging registry of consecutive acute stroke patients in Korea over 2 years.

In the cohort of 552 EVT-treated patients, average age was 70.4 years and 57.8% were men. The median baseline NIH Stroke Scale score was 14. IV thrombolysis was administered in 49.6% of cases and successful reperfusion to modified Thrombolysis in Cerebral Infarction grade 2b or 3 was achieved in 85.5%.

Median ASPECTS was 8, whereas the median ischemic core volumes were 24.3 mL on DWI, 18.6 mL on CT perfusion, and 3.1 mL on noncontrast CT. Median last known well to groin puncture was 4.2 hours.

To estimate treatment effects across specific volume spectra, the investigators had conducted target trial emulations that stratified causal estimates by volumetric thresholds. Ordinal 90-day modified Rankin Scale score shift was the primary outcome.

Quantitative infarct volumetry derived from DWI, CT perfusion, and noncontrast CT all showed stronger prognostic performance than ASPECTS, they reported.

"Taken together, these findings argue that quantitative volumetry more faithfully captures the biological substrate that ASPECTS is often asked to approximate in contemporary treatment decision-making for large-core stroke patients," they wrote.

Kim's group nevertheless acknowledged the observational nature of the analysis and the potential for residual confounding. The upper limit for infarctions suitable for EVT may also depend on differences in imaging modality and acquisition parameters, they said, and the researchers had not adjusted for collateral circulation independent of core volume.

Finally, the study cohort had been exclusively Asian, limiting the generalizability of these findings.

Kim and colleagues urged future prospective study on selecting strokes for EVT based on volumetric measurements.

Nicole Lou profile image
Nicole Lou is a reporter for MedPage Today, where she covers cardiology news and other developments in medicine. Connect:
Disclosures

The study was supported by the National Research Foundation of Korea grant.

Kim reported no conflicts of interest. Several study co-authors disclosed employment at JLK Inc. or holding stock in the company.

Sunday, June 28, 2026

Blood pressure control may be the key to optimizing stroke treatment after thrombectomy

How the hell are you objectively measuring reperfusion success? I've seen a lot of reports that declared reperfusion a failure because the patient didn't recover. You blithering idiots are ignoring the neuronal cascade of death in the first week and thus letting die hundreds of millions to billions of neurons! No wonder stroke recovery never gets better with this level of stupidity!

 Blood pressure control may be the key to optimizing stroke treatment after thrombectomy

Blood pressure management after thrombectomy for acute ischemic stroke may require a change in approach. The HOPE clinical trial-short for Hemodynamic Optimization of Cerebral Perfusion after Endovascular Therapy-led by the Sant Pau Research Institute (IR Sant Pau), has shown that adapting blood pressure targets to the degree of cerebral reperfusion significantly improves patients' functional recovery without increasing the risk of complications.

Until now, we have applied fairly uniform strategies after thrombectomy, but probably not all patients need the same approach. Our results suggest that adjusting blood pressure according to the degree of reperfusion can have a direct impact on recovery."

Dr. Pol Camps-Renom, head of the Cerebrovascular Diseases Research Group at IR Sant Pau and one of the study coordinators

The findings, presented during a plenary session at the annual European Stroke Organisation conference-the leading European scientific society dedicated to stroke-and now published in JAMA Neurology position this work among the most important recent contributions in the stroke field. They have the potential to guide new hemodynamic management strategies after thrombectomy.

Reopening the artery does not always translate into recovery

Mechanical thrombectomy has been a major advance in the treatment of large-vessel occlusion stroke because it can restore blood flow in previously blocked arteries. However, a well-known paradox remains in clinical practice: despite successful angiographic reperfusion, a substantial proportion of patients-around half-do not achieve satisfactory functional recovery in the medium term.(Really? you don't know about the 

the neuronal cascade of death in the first week killing off hundreds of millions to billions of neurons! You're that stupid?)

This phenomenon, known as "clinically ineffective reperfusion," reflects the fact that reopening the vessel does not always result in effective restoration of cerebral perfusion at the tissue level. Mechanisms involved include reperfusion injury, microcirculatory dysfunction, loss of cerebral autoregulation, and hemorrhagic transformation, all of which can compromise brain tissue viability even after a technically successful intervention.

"Many times we can reopen the artery, but the brain tissue does not respond as expected," explains Dr. Pol Camps-Renom. "The reason is that microvascular perfusion and autoregulatory mechanisms may be impaired, and this is where factors such as blood pressure become critical."

As a result, blood pressure control during the hours following thrombectomy has become a key component of clinical management because it directly influences the balance between maintaining adequate perfusion and avoiding hemorrhagic complications. However, the evidence available so far has been limited and, at times, contradictory. Previous trials based on uniform intensive blood pressure reduction strategies have not demonstrated consistent benefits and have even suggested possible adverse effects.

An individualized approach based on reperfusion physiology

The HOPE trial introduces a different approach based on the concept that hemodynamic management should be adapted to each patient's physiological condition after thrombectomy. The study included 440 patients treated at 11 Spanish hospitals, who were randomly assigned either to a conventional strategy or to blood pressure management tailored to the degree of reperfusion achieved.

Unlike previous trials, HOPE implemented a differentiated strategy according to the final angiographic result. Patients with near-complete or complete reperfusion were treated with lower blood pressure targets to reduce the risk of reperfusion injury, whereas patients with incomplete reperfusion maintained higher blood pressure levels to preserve cerebral perfusion.

This approach recognizes that the brain may be in extremely diverse hemodynamic states, in which both excessively high blood pressure and overly aggressive reductions can be harmful. For this reason, the protocol included close monitoring during the first 72 hours, with dynamic treatment adjustments.

Better functional recovery without increased complications

This strategy resulted in a significant and consistent improvement in clinical outcomes. At 90 days, 60.0% of patients in the intervention group achieved functional independence, compared with 47.1% in the control group, representing an absolute difference of 13.3 percentage points, a clinically meaningful improvement. In addition, the overall analysis showed a favorable trend toward better levels of recovery, reinforcing the consistency of the benefit.

In terms of safety, the strategy was associated with a lower incidence of hemorrhagic transformation, without increasing mortality or serious complications, confirming a favorable balance between efficacy and safety. "We have shown that it is possible to improve patient recovery without adding risk," adds Dr. Joan Martí-Fàbregas, another investigator involved in the study. "This balance between efficacy and safety is probably one of the most relevant aspects of the findings."

Toward a paradigm shift in post-stroke management

The results of the HOPE trial point toward a more individualized model for blood pressure control after thrombectomy. In a setting where previous trials had produced neutral or unfavorable results, this study introduces a physiology-based approach that can optimize the balance between perfusion and hemorrhagic risk.

Beyond its findings, HOPE provides key elements for the design of future studies, including the stratification of therapeutic targets and prolonged hemodynamic monitoring. The study also reinforces the idea that stroke treatment does not end with recanalization but continues during the hours that follow. "Rather than applying rigid targets, the key is to better understand each patient's physiology," concludes Dr. Camps-Renom.

Although the trial was stopped before reaching the planned sample size, its results demonstrate a clinically meaningful effect size. Nevertheless, additional studies will be required to confirm these findings before they can be broadly incorporated into routine clinical practice.

Overall, the HOPE trial positions blood pressure control as a key component in optimizing stroke treatment after thrombectomy and opens the door to more precise strategies tailored to individual patients.

Source:
Journal reference:

Camps-Renom, P., et al. (2026) Personalized Blood Pressure Targeting After Endovascular Therapy for Acute Ischemic Stroke: A Randomized Clinical Trial. JAMA Neurology. DOI: 10.1001/jamaneurol.2026.1706. https://jamanetwork.com/journals/jamaneurology/fullarticle/2850074

Monday, June 22, 2026

Toward a paradigm shift in post-stroke management New HOPE trial explores individualized approach based on reperfusion pathophysiology

 Still NO PROTOCOL!  And no delivery of that non-existent protocol to all stroke hospitals1
OBVIOULY USELESS RESEARCH!

Toward a paradigm shift in post-stroke management: New HOPE trial explores individualized approach based on reperfusion pathophysiology

 Blood pressure management after thrombectomy for acute ischemic stroke may require a change in approach. The HOPE clinical trial—short for Hemodynamic Optimization of Cerebral Perfusion after Endovascular Therapy—led by the Sant Pau Research Institute (IR Sant Pau), has shown that adapting blood pressure targets to the degree of cerebral reperfusion significantly improves patients’ functional recovery without increasing the risk of complications.  “Until now, we have applied fairly uniform strategies after thrombectomy, but probably not all patients need the same approach,” says Dr. Pol Camps-Renom, head of the Cerebrovascular Diseases Research Group at IR Sant Pau and one of the study coordinators. “Our results suggest that adjusting blood pressure according to the degree of reperfusion can have a direct impact on recovery.” The findings, presented during a plenary session at the annual European Stroke Organisation conference—the leading European scientific society dedicated to stroke—and now published in JAMA Neurology position this work among the most important recent contributions in the stroke field. They have the potential to guide new hemodynamic management strategies after thrombectomy.  Rather than applying rigid targets, the key is to better understand each patient's physiology
Pol Camps-Renom

Mechanical thrombectomy has been a major advance in the treatment of large-vessel occlusion stroke because it can restore blood flow in previously blocked arteries. However, a well-known paradox remains in clinical practice: despite successful angiographic reperfusion, a substantial proportion of patients—around half—do not achieve satisfactory functional recovery in the medium term.(You blithering idiots don't understand the neuronal cascade of death then! Killing off hundreds of millions of neurons in the first week because you haven't stopped the neuronal cascade of death. You're all fired for absolute stupidity!)

 This phenomenon, known as “clinically ineffective reperfusion,” reflects the fact that reopening the vessel does not always result in effective restoration of cerebral perfusion at the tissue level. Mechanisms involved include reperfusion injury, microcirculatory dysfunction, loss of cerebral autoregulation, and hemorrhagic transformation, all of which can compromise brain tissue viability even after a technically successful intervention.  “Many times we can reopen the artery, but the brain tissue does not respond as expected,” explains Dr. Pol Camps-Renom. “The reason is that microvascular perfusion and autoregulatory mechanisms may be impaired, and this is where factors such as blood pressure become critical.” As a result, blood pressure control during the hours following thrombectomy has become a key component of clinical management because it directly influences the balance between maintaining adequate perfusion and avoiding hemorrhagic complications. However, the evidence available so far has been limited and, at times, contradictory. Previous trials based on uniform intensive blood pressure reduction strategies have not demonstrated consistent benefits and have even suggested possible adverse effects. 

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 The HOPE trial introduces a different approach based on the concept that hemodynamic management should be adapted to each patient's physiological condition after thrombectomy. The study included 440 patients treated at 11 Spanish hospitals, who were randomly assigned either to a conventional strategy or to blood pressure management tailored to the degree of reperfusion achieved.  Unlike previous trials, HOPE implemented a differentiated strategy according to the final angiographic result. Patients with near-complete or complete reperfusion were treated with lower blood pressure targets to reduce the risk of reperfusion injury, whereas patients with incomplete reperfusion maintained higher blood pressure levels to preserve cerebral perfusion.  This approach recognizes that the brain may be in extremely diverse hemodynamic states, in which both excessively high blood pressure and overly aggressive reductions can be harmful. For this reason, the protocol included close monitoring during the first 72 hours, with dynamic treatment adjustments.  This strategy resulted in a significant and consistent improvement in clinical outcomes. At 90 days, 60.0% of patients in the intervention group achieved functional independence, compared with 47.1% in the control group, representing an absolute difference of 13.3 percentage points, a clinically meaningful improvement. In addition, the overall analysis showed a favorable trend toward better levels of recovery, reinforcing the consistency of the benefit.  In terms of safety, the strategy was associated with a lower incidence of hemorrhagic transformation, without increasing mortality or serious complications, confirming a favorable balance between efficacy and safety. “We have shown that it is possible to improve patient recovery without adding risk,” adds Dr. Joan Martí-Fàbregas, another investigator involved in the study. “This balance between efficacy and safety is probably one of the most relevant aspects of the findings.”  The results of the HOPE trial point toward a more individualized model for blood pressure control after thrombectomy. In a setting where previous trials had produced neutral or unfavorable results, this study introduces a physiology-based approach that can optimize the balance between perfusion and hemorrhagic risk.  Beyond its findings, HOPE provides key elements for the design of future studies, including the stratification of therapeutic targets and prolonged hemodynamic monitoring. The study also reinforces the idea that stroke treatment does not end with recanalization but continues during the hours that follow. “Rather than applying rigid targets, the key is to better understand each patient's physiology,” concludes Dr. Camps-Renom.  Although the trial was stopped before reaching the planned sample size, its results demonstrate a clinically meaningful effect size. Nevertheless, additional studies will be required to confirm these findings before they can be broadly incorporated into routine clinical practice.  Overall, the HOPE trial positions blood pressure control as a key component in optimizing stroke treatment after thrombectomy and opens the door to more precise strategies tailored to individual patients.  Source: Institut de Recerca Sant Pau 

Friday, June 5, 2026

2026 AHA/ASA Stroke Guideline Updates Reshape Imaging and Reperfusion Pathways

 THIS is the major problem in stroke; GUIDELINES, NOT PROTOCOLS! With this EXACT OBJECTIVE DIAGNOSIS  you deliver THESE EXACT PROTOCOLS  which deliver recovery! See how simple it is to state; getting there is going to a bitch, with all their closed off and entrenched minds in stroke!

2026 AHA/ASA Stroke Guideline Updates Reshape Imaging and Reperfusion Pathways


The 2026 guideline for early management of acute ischemic stroke (AIS) retains many foundational recommendations while introducing clinically meaningful updates spanning imaging, broader inpatient management, and reperfusion strategies including intravenous thrombolysis (IVT) and endovascular therapy (EVT). Notably, it provides expanded guidance for medium vessel occlusions and introduces pediatric recommendations that were largely absent from prior iterations. Given their impact on imaging workflows in AIS, the authors present a focused review of the updated guidelines for the radiologist.

REFERENCES

  1. The 2026 AHA/ASA Guideline Updates to Management of Patients with Acute Ischemic Stroke: A Guide for Radiologists.

    Rai P, Benson JC, Ahmed S, Mark IT, Rajeev R, Lakhani DA, Lanzino G, Klaas JP.

    AJNR Am J Neuroradiol. 2026 Jun 4 [Epub ahead of print]

Tuesday, May 26, 2026

Multimodal CT radiomics-clinical ensemble machine learning model effectively predicts futile recanalization after endovascular treatment of acute ischemic stroke

 Did you even objectively identify futile recanalization? I don't think you identified cause and effect properly, measuring Rankin scores has nothing directly to do with reperfusion! My god, the blithering stupidity out there is astounding!

 What followup research did you do ensure reperfusion will work completely every time? Oh NO, YOU INCOMPETENTLY DID NOTHING, right? Predicting failure is totally fucking useless! 

But it probably is because you did NOTHING to stop the 5 causes of the neuronal cascade of death in the first week and thus letting die hundreds of millions to billions of neurons!

You really don't  know what the fuck you are doing in stroke, so get the hell out!

Multimodal CT radiomics-clinical ensemble machine learning model effectively predicts futile recanalization after endovascular treatment of acute ischemic stroke


  • 1. Department of Radiology, Guangzhou First People's Hospital, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China

  • 2. Department of Neurology, Guangzhou First People's Hospital, The Second Affiliated Hospital, School of Medicine, South China University of Technology, Guangzhou, China

Abstract

Backgrounds: 

Futile recanalization (FR) poses a significant challenge in endovascular treatment and there is a lack of reliable predictive models for assessing treatment outcomes in stroke. The aim of this study is to develop a robust CT radiomics-clinical ensemble model that predicts FR in patients with acute ischemic stroke (AIS) following endovascular treatment (EVT) utilizing machine learning techniques.

Methods: 

This study enrolled 101 patients diagnosed with AIS who underwent successful EVT. A total of 946 radiomics features were, respectively, extracted from non-contrast CT (NCCT), contrast-enhanced CT (CECT), and various CT perfusion maps (CBF, CBV, MTT, and TTP) using PyRadiomics prior to the endovascular intervention. Demographic characteristics, along with baseline clinical, laboratory, and angiographic variables, were incorporated as clinical features in the model analysis. Feature engineering was performed using SelectKBest. Five traditional machine learning algorithms were employed for modeling. The dataset was randomly split into a training cohort (n = 71, 70%) and an internal validation cohort (n = 30, 30%). Receiver operating characteristic (ROC) curves were utilized to evaluate the performance of each model.

Results: 

Among the 101 patients, FR occurred in 66 individuals (65%), as determined by the modified Rankin Scale (mRS) at 90 days. The ensemble model integrating clinical data, NCCT, and CBV achieved the highest performance, with an area under the curve (AUC) of 0.918 using the CatBoost algorithm.

Conclusion: 

The multimodal CT radiomics-clinical ensemble machine learning model demonstrated excellent predictive capability for identifying FR in AIS patients with large vessel occlusion prior to EVT.

Monday, May 4, 2026

Clinical multidimensional prediction model for futile reperfusion in acute ischemic stroke after endovascular thrombectomy

 What followup research did you do ensure reperfusion will work completely every time? Oh NO, YOU INCOMPETENTLY DID NOTHING, right? Predicting failure is totally fucking useless! I don't think you identified cause and effect properly, measuring Rankin scores has nothing directly to do with reperfusion! My god, the blithering stupidity out there is astounding!

But it probably is because you did NOTHING to stop the 5 causes of the neuronal cascade of death in the first week and thus letting die hundreds of millions to billions of neurons!

You really don't  know what the fuck you are doing in stroke, so get the hell out!

Clinical multidimensional prediction model for futile reperfusion in acute ischemic stroke after endovascular thrombectomy


  • 1. Department of Neurology, Ningbo No.2 Hospital, Wenzhou Medical University, Ningbo, China

  • 2. Department of Cerebrovascular Diseases, Ningbo No.2 Hospital, Wenzhou Medical University, Ningbo, Zhejiang, China

Abstract

Background: 

Previous Studies on prediction models for futile reperfusion after endovascular thrombectomy (EVT) in acute ischemic stroke (AIS) related to large vessel occlusion (LVO) have yielded inconsistent results. This inconsistency may be largely attributed to methodological limitations, particularly in variable selection and missing data handling. Consequently, the prognostic value of several key clinical predictors remains to be fully elucidated.


Methods: 

This retrospective study included 390 patients with AIS who underwent EVT at Ningbo No.2 Hospital. All of them achieved successful reperfusion with modified Thrombolysis in Cerebral Infarction (mTICI) score ≥ 2b. Futile reperfusion was defined as a modified Rankin Scale score of 3–6 at 90-day. Missing data were handled with multiple imputation. Logistic regression models were built using a two step predictor selection process: first univariable screening with p < 0.2; then further selection based on event count constraints. Only variables that were selected in all five imputed datasets, meaning a 100% selection frequency, were retained. Model performance measures were pooled following Rubin’s rules.


Results: 

Based on preoperative assessments integrating clinical, imaging, and laboratory markers, the final model comprised nine variables: National Institutes of Health Stroke Scale (NIHSS) score, Computed Tomography angiography-source images Alberta Stroke Program Early Computed Tomography Score (CTA-SI ASPECTS), time from onset to reperfusion (OTR), collateral circulation scores (CCS), C-reactive protein (CRP), glucose, white blood cell (WBC) count, neutrophil count, and monocyte count. The final model demonstrated good discriminative ability, with a pooled test AUC of 0.795 and a Brier score of 0.178. At the optimal threshold (mean 0.457), the model achieved a specificity of 0.822 and accuracy of 0.761, with positive net benefit across clinically relevant threshold probabilities on decision curve analysis. A nomogram incorporating the nine consistently selected predictors was developed to facilitate individualized risk prediction.


Conclusion: 

We developed a multidimensional model integrating clinical, imaging, and laboratory markers to predict futile reperfusion following EVT in patients with anterior circulation stroke. Each marker provides independent prognostic information; collectively, they represent the multidimensional risk architecture underlying postprocedural outcomes.


More at link.