Gianni Walker

Mr. Gianni Walker

orcid

Research Focus & Metrics

Academic Career Length

2Years (2025-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

View All Publications
27 November 2025 in Biomolecules
Verified
Journal Article
Open access
PDF file
NLNga Le
Nga Le
YLYan Li
Yan Li
GWGianni Walker
Gianni Walker
BNBao-Ngoc Nguyen
Bao-Ngoc Nguyen
ABArash Bornak
Arash Bornak
ZLZhao-Jun Liu
Zhao-Jun Liu
Arteriovenous malformations (AVMs) are fast-flow vascular malformations formed by direct artery-to-vein shunts without an intervening capillary bed, which increases the risk of hemorrhage and organ-specific damage. A synthesis of recent advances shows that AVMs arise from interplay between germline susceptibility (ENG, ACVRL1, SMAD4, RASA1, EPHB4), somatic mosaicism (KRAS, MAP2K1, PIK3CA), perturbed signaling (TGF-β/BMP, Notch, VEGF, PI3K/AKT, RAS/MAPK), hemodynamic stress, and inflammation. Multimodal imaging—digital subtraction angiography (DSA), MRI/MRA with perfusion and susceptibility sequences, CTA, Doppler ultrasound, and 3D rotational angiography—underpins diagnosis and risk stratification, while arterial spin labeling and 4D flow techniques refine hemodynamic assessment. Management is individualized and multidisciplinary, combining endovascular embolization, microsurgical resection, and stereotactic radiosurgery (SRS); a non-surgical approach and monitoring remain reasonable for some asymptomatic AVMs. Device and technique innovations (detachable-tip microcatheters, pressure-cooker approaches, and newer liquid embolics such as PHIL and Squid) have broadened candidacy, and precision-medicine strategies, including pathway-targeted pharmacotherapy, are emerging for syndromic and somatic-mutation–driven AVMs. Animal models and computational/radiomics tools increasingly guide hypothesis generation and treatment selection. We outline practical updates and future priorities: integrated genomic-imaging risk scores, genotype-informed medical therapy, rational hybrid sequencing, and long-term outcome standards focused on hemorrhage prevention and quality of life.

29 October 2025 in Preprints.org
Verified
Preprint
Open access
PDF file
NLNga Le
Nga Le
YLYan Li
Yan Li
GWGianni Walker
Gianni Walker
BNBao-Ngoc Nguyen
Bao-Ngoc Nguyen
ABArash Bornak
Arash Bornak
ZLZhao-Jun Liu
Zhao-Jun Liu
Arteriovenous malformations (AVMs) are fast‑flow vascular malformations formed by direct artery–to-vein shunts without an intervening capillary bed, increasing the risk of hemorrhage and organ‑specific damage. A synthesis of recent advances shows that AVMs arise from interplay between germline susceptibility (ENG, ACVRL1, SMAD4, RASA1, EPHB4), somatic mosaicism (KRAS, MAP2K1, PIK3CA), perturbed signaling (TGF‑β/BMP, Notch, VEGF, PI3K/AKT, RAS/MAPK), hemodynamic stress, and inflammation. Multi-modal imaging—digital subtraction angiography (DSA), MRI/MRA with perfusion and susceptibility sequences, CTA, Doppler ultrasound, and 3D rotational angiography, un-derpins diagnosis and risk stratification, while arterial spin labeling and 4D flow tech-niques refine hemodynamic assessment. Management is individualized and multidisci-plinary, combining endovascular embolization, microsurgical resection, and stereotactic radiosurgery (SRS); a non-surgical approach and monitoring remain reasonable for some asymptomatic AVMs. Device and technique innovations (detachable‑tip microcatheters, pressure‑cooker approaches, newer liquid embolic such as PHIL and Squid) have broad-ened candidacy, and precision‑medicine strategies including pathway‑targeted pharma-cotherapy are emerging for syndromic and somatic‑mutation–driven AVMs. Animal models and computational/radiomics tools increasingly guide hypothesis generation and treatment selection. We outline practical updates and future priorities: integrated ge-nomic–imaging risk scores, genotype‑informed medical therapy, rational hybrid se-quencing, and long‑term outcome standards focused on hemorrhage prevention and quality of life.