Skip to content

AI-Driven CTA Reconstruction for Intracranial LVO

Segmentation and Modeling for Accurate Reconstruction of CT Angiography of Intracranial Large Vessel Occlusion with Artificial Intelligence: a Stepped-wedge, Cluster-randomized Controlled Trial

Status
Recruiting
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT06645405
Acronym
SMART-AI
Enrollment
174
Registered
2024-10-16
Start date
2024-10-20
Completion date
2025-12-31
Last updated
2024-10-16

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Acute Ischemic Stroke, Artificial Intelligence (AI), CT Angiography, Endovascular Thrombectomy

Brief summary

Acute ischemic stroke (AIS) caused by intracranial large vessel occlusion (LVO) in the anterior circulation significantly contributes to stroke-related disability and mortality. Recent randomized controlled trials have demonstrated substantial benefits of endovascular thrombectomy (EVT) when patients are appropriately triaged beforehand. However, accurately orienting the 'missed segment' during EVT remains challenging. Guide-wires often fail to navigate through the occlusion or are mistakenly directed into the small tranches or even cause vessel rupture. To address this clinical need, the investigators developed an artificial intelligence (AI) algorithm to automate the reconstruction of CT angiography (CTA), focusing on the occluded LVO segment. To evaluate the clinical utility of this AI algorithm, the investigators propose a prospective, stepped-wedge cluster-randomized study to determine whether integrating our AI algorithm into AIS care flow can reduce the time for first pass of the thrombus by improving the visualization of the occluded segment on CTA. Physicians will assess patient eligibility for thrombectomy, and all selected patients will receive standard care according to current guidelines. This approach is expected to enhance patient treatment outcomes for endovascular thrombectomy by leveraging readily available data.

Interventions

BEHAVIORALAI algorithm

Artificial intelligence algorithms in the automated reconstruction of intracranial large vessel occlusion (LVO)

Sponsors

Shanghai Jiao Tong University Affiliated Sixth People's Hospital
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
SEQUENTIAL
Primary purpose
SUPPORTIVE_CARE
Masking
NONE

Eligibility

Sex/Gender
ALL
Age
18 Years to 95 Years
Healthy volunteers
No

Inclusion criteria

1. Male or Female, 18 years of age or older. 2. Patients who present with signs and/or symptoms concerning acute ischemic stroke. 3. Patients who undergo noncontrast CT and CT angiography imaging. 4. Patients determined to have an intracranial large vessel occlusion (including the internal carotid artery, middle cerebral artery M1 segment, and M2 segment), and eligible for endovascular treatment.

Exclusion criteria

1\) CT imaging with severe motion artifacts.

Design outcomes

Primary

MeasureTime frameDescription
AFATImmediately after EVTThe time from target angiography to the initiation of first thrombectomy attempt (angiography-to-first-attempt time \[AFAT\])

Secondary

MeasureTime frameDescription
IPTImmediately after EVTThe time from the completion of imaging to the initiation of EVT (imaging-to-puncture time \[IPT\])
IRTImmediately after EVTThe time from imaging completion to final arterial recanalization (imaging-to-recanalization time \[IRT\])
The rate of successful flow restoration immediately after EVTImmediately after EVTThe rate of successful flow restoration immediately after EVT
PRTImmediately after EVTThe time from groin puncture to final arterial recanalization (puncture-to-recanalization time \[PRT\])
The rate of procedure-related complicationsImmediately after EVTThe rate of procedure-related complications
The rate of functional independence at 90 days post-EVT90 days post-EVTThe rate of functional independence at 90 days post-EVT
The mortality rate within 90 days post-EVT90 days post-EVTThe mortality rate within 90 days post-EVT
The rate of symptomatic intracerebral hemorrhage within 24 hours post-EVT24 hours post-EVTThe rate of symptomatic intracerebral hemorrhage within 24 hours post-EVT

Countries

China

Contacts

Primary ContactYueqi Zhu
zhuyueqi@hotmail.com+86-21-66301136

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026