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AI-assisted cryo-dose estimation and tissue injury modeling for assessing side effects in MRI-guided prostate cryoablation: a retrospective study.

1/5 보강
Physics in medicine and biology 📖 저널 OA 23.1% 2024: 0/1 OA 2025: 4/21 OA 2026: 8/26 OA 2024~2026 2026 Vol.71(5)
Retraction 확인
출처

PICO 자동 추출 (휴리스틱, conf 2/4)

유사 논문
P · Population 대상 환자/모집단
환자: low- and intermediate-risk prostate cancer, aiming to eliminate tumor tissue while preserving surrounding structures
I · Intervention 중재 / 시술
추출되지 않음
C · Comparison 대조 / 비교
추출되지 않음
O · Outcome 결과 / 결론
Our findings demonstrate that EUS and NVB injuries are quantifiable predictors of postoperative morbidity with medium-to-large effect sizes.

Moreira P, Ma M, Fordham N, Vangel M, Tempany C, Tuncali K

📝 환자 설명용 한 줄

Focal therapy offers a middle ground between active surveillance and whole-gland treatment for patients with low- and intermediate-risk prostate cancer, aiming to eliminate tumor tissue while preservi

🔬 핵심 임상 통계 (초록에서 자동 추출 — 원문 검증 권장)
  • p-value p<0.05

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↓ .bib ↓ .ris
APA Moreira P, Ma M, et al. (2026). AI-assisted cryo-dose estimation and tissue injury modeling for assessing side effects in MRI-guided prostate cryoablation: a retrospective study.. Physics in medicine and biology, 71(5). https://doi.org/10.1088/1361-6560/ae4847
MLA Moreira P, et al.. "AI-assisted cryo-dose estimation and tissue injury modeling for assessing side effects in MRI-guided prostate cryoablation: a retrospective study.." Physics in medicine and biology, vol. 71, no. 5, 2026.
PMID 41713028 ↗

Abstract

Focal therapy offers a middle ground between active surveillance and whole-gland treatment for patients with low- and intermediate-risk prostate cancer, aiming to eliminate tumor tissue while preserving surrounding structures. Among available focal therapy approaches, magnetic resonance imaging (MRI)-guided focal cryoablation offers some technical advantages, including real-time monitoring of iceball formation and intraoperative images with excellent soft-tissue contrast. Despite its minimally invasive nature, prior studies have reported postoperative urinary and sexual dysfunction, raising concerns about unintended injury to critical anatomical structures such as the external urethral sphincter (EUS) and neurovascular bundles (NVBs). However, the direct relationship between anatomical injury and postoperative symptoms remains unclear. We hypothesize that damage to the EUS or NVBs during MRI-guided focal cryoablation increases the risk of postoperative urinary or erectile dysfunction.We analyzed 402 multi-slice MRI image sets from 42 procedures. We developed an AI-assisted tool for automatic segmentation of anatomical structures and iceballs. Quantitative metrics were proposed to estimate tissue damage based on spatial overlap, exposure time, and temperature dynamics. These metrics were then statistically correlated with postoperative urinary and erectile outcomes.Significant associations were observed between injury metrics and postoperative dysfunctions, with EUS involvement predictive of urinary dysfunction in both time-based(p<0.05)and temperature-proxy models(p<0.05), and NVB involvement associated with erectile dysfunction in the time-based model(p<0.05).Our findings demonstrate that EUS and NVB injuries are quantifiable predictors of postoperative morbidity with medium-to-large effect sizes. The developed AI-assisted framework supports objective evaluation of cryo-dose and establishes a preliminary basis for a quantitative injury metric designed to minimize side effects and enhance the safety of focal cryoablation.

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