人工知能を活用した MRI ベースの最適化された前立腺がん診断経路を評価するには
ProstateAI - 人工知能を活用した MRI ベースの最適化された前立腺がん診断経路を評価するための前向きペア検証コホート研究
It is a prospective paired-cohort study for diagnostic test evaluation. The study aim to determine the accuracy of AI review and investigate whether AI review could detect MRI visible significant cancer as effective as radiologist review. MRI image of about 368 men recommended for biopsy will be reviewed by an AI model and an experienced radiologist, respectively. AI review (index) and radiologist review (standard) will be blinded to each other, while biopsy urologists will be well-informed of the findings of both AI review and radiologist review and make personalized biopsy plan by combining both findings. The pathological results of MRI-ultrasound fusion biopsy (reference) will serve as the gold standard to assess the diagnostic accuracy.
調査の概要
詳細な説明
ProstateAI is a prospective paired-cohort study for diagnostic test evaluation. ProstateAI will determine the accuracy of AI review and investigate whether AI review could detect MRI visible significant cancer as effective as radiologist review. MRI image of about 368 men recommended for biopsy will be reviewed by an AI model and an experienced radiologist, respectively. AI review (index) and radiologist review (standard) will be blinded to each other, while biopsy urologists will be well-informed of the findings of both AI review and radiologist review and make personalized biopsy plan by combining both findings. The pathological results of MRI-ultrasound fusion biopsy (reference) will serve as the gold standard to assess the diagnostic accuracy.
研究の種類
入学 (推定)
段階
- 適用できない
連絡先と場所
研究連絡先
- 名前：Peter Ka-Fung CHIU, FRCS, PhD
- 電話番号：35052625
- メール：peterchiu@surgery.cuhk.edu.hk
研究場所
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Hong Kong、香港
- 募集
- Prince of Wales Hospital, Chinese University of Hong Kong
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コンタクト：
- Peter Ka Fung CHIU, MBChB
- 電話番号：852-3505-2625
- メール：peterchiu@surgery.cuhk.edu.hk
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-
参加基準
適格基準
就学可能な年齢
健康ボランティアの受け入れ
受講資格のある性別
説明
Inclusion Criteria:
- Patients recommended for prostate biopsy for diagnosis or re-assessment.
- Men at least 18 years or over
- Patients with prostate MRI image eligible for radiologist review and AI review.
- Patient Informed Consent is signed.
Exclusion Criteria:
- Patient contraindicated to prostate biopsy
- Patient failed to complete the biopsy procedure
研究計画
研究はどのように設計されていますか？
デザインの詳細
- 主な目的：診断
- 割り当て：非ランダム化
- 介入モデル：クロスオーバー割り当て
- マスキング：独身
武器と介入
参加者グループ / アーム |
介入・治療 |
|---|---|
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実験的：AI review (index)
self-paired design, AI review (index) |
The MRI image will be reviewed by radiologist and AI model(s) respectively. The urologist will combine the results of the two approaches to optimize the biopsy strategy which is expected to result in more accurate diagnosis. |
|
アクティブコンパレータ：Radiologist review (Standard)
self-paired design, radiologist review (standard) |
The MRI image will be reviewed by radiologist. |
この研究は何を測定していますか？
主要な結果の測定
結果測定 |
メジャーの説明 |
時間枠 |
|---|---|---|
|
Prostate Cancer detection rate of ISUP grade group ≥2
時間枠：Through study completion, an average of 1 year
|
Assessed by AI review, Radiologist review, and Biopsy (Targeted). |
Through study completion, an average of 1 year
|
二次結果の測定
結果測定 |
メジャーの説明 |
時間枠 |
|---|---|---|
|
Diagnosis of any grade of prostate cancer
時間枠：Through study completion, an average of 1 year
|
Assessed by prostate biopsy |
Through study completion, an average of 1 year
|
協力者と研究者
捜査官
- 主任研究者：Peter CHIU, FRCS, PhD、Chinese University of Hong Kong
出版物と役立つリンク
一般刊行物
- Ahmed HU, El-Shater Bosaily A, Brown LC, Gabe R, Kaplan R, Parmar MK, Collaco-Moraes Y, Ward K, Hindley RG, Freeman A, Kirkham AP, Oldroyd R, Parker C, Emberton M; PROMIS study group. Diagnostic accuracy of multi-parametric MRI and TRUS biopsy in prostate cancer (PROMIS): a paired validating confirmatory study. Lancet. 2017 Feb 25;389(10071):815-822. doi: 10.1016/S0140-6736(16)32401-1. Epub 2017 Jan 20.
- Mottet N, van den Bergh RCN, Briers E, Van den Broeck T, Cumberbatch MG, De Santis M, Fanti S, Fossati N, Gandaglia G, Gillessen S, Grivas N, Grummet J, Henry AM, van der Kwast TH, Lam TB, Lardas M, Liew M, Mason MD, Moris L, Oprea-Lager DE, van der Poel HG, Rouviere O, Schoots IG, Tilki D, Wiegel T, Willemse PM, Cornford P. EAU-EANM-ESTRO-ESUR-SIOG Guidelines on Prostate Cancer-2020 Update. Part 1: Screening, Diagnosis, and Local Treatment with Curative Intent. Eur Urol. 2021 Feb;79(2):243-262. doi: 10.1016/j.eururo.2020.09.042. Epub 2020 Nov 7.
- Siddiqui MM, Rais-Bahrami S, Truong H, Stamatakis L, Vourganti S, Nix J, Hoang AN, Walton-Diaz A, Shuch B, Weintraub M, Kruecker J, Amalou H, Turkbey B, Merino MJ, Choyke PL, Wood BJ, Pinto PA. Magnetic resonance imaging/ultrasound-fusion biopsy significantly upgrades prostate cancer versus systematic 12-core transrectal ultrasound biopsy. Eur Urol. 2013 Nov;64(5):713-719. doi: 10.1016/j.eururo.2013.05.059. Epub 2013 Jun 12.
- Ilic D, Djulbegovic M, Jung JH, Hwang EC, Zhou Q, Cleves A, Agoritsas T, Dahm P. Prostate cancer screening with prostate-specific antigen (PSA) test: a systematic review and meta-analysis. BMJ. 2018 Sep 5;362:k3519. doi: 10.1136/bmj.k3519.
- Wei JT, Barocas D, Carlsson S, Coakley F, Eggener S, Etzioni R, Fine SW, Han M, Kim SK, Kirkby E, Konety BR, Miner M, Moses K, Nissenberg MG, Pinto PA, Salami SS, Souter L, Thompson IM, Lin DW. Early Detection of Prostate Cancer: AUA/SUO Guideline Part II: Considerations for a Prostate Biopsy. J Urol. 2023 Jul;210(1):54-63. doi: 10.1097/JU.0000000000003492. Epub 2023 Apr 25.
- Bass EJ, Pantovic A, Connor MJ, Loeb S, Rastinehad AR, Winkler M, Gabe R, Ahmed HU. Diagnostic accuracy of magnetic resonance imaging targeted biopsy techniques compared to transrectal ultrasound guided biopsy of the prostate: a systematic review and meta-analysis. Prostate Cancer Prostatic Dis. 2022 Feb;25(2):174-179. doi: 10.1038/s41391-021-00449-7. Epub 2021 Sep 21.
- Wegelin O, van Melick HHE, Hooft L, Bosch JLHR, Reitsma HB, Barentsz JO, Somford DM. Comparing Three Different Techniques for Magnetic Resonance Imaging-targeted Prostate Biopsies: A Systematic Review of In-bore versus Magnetic Resonance Imaging-transrectal Ultrasound fusion versus Cognitive Registration. Is There a Preferred Technique? Eur Urol. 2017 Apr;71(4):517-531. doi: 10.1016/j.eururo.2016.07.041. Epub 2016 Aug 25.
- Wei C, Szewczyk-Bieda M, Bates AS, Donnan PT, Rauchhaus P, Gandy S, Ragupathy SKA, Singh P, Coll K, Serhan J, Wilson J, Nabi G. Multicenter Randomized Trial Assessing MRI and Image-guided Biopsy for Suspected Prostate Cancer: The MULTIPROS Study. Radiology. 2023 Jul;308(1):e221428. doi: 10.1148/radiol.221428.
- Annamalai A, Fustok JN, Beltran-Perez J, Rashad AT, Krane LS, Triche BL. Interobserver Agreement and Accuracy in Interpreting mpMRI of the Prostate: a Systematic Review. Curr Urol Rep. 2022 Jan;23(1):1-10. doi: 10.1007/s11934-022-01084-y. Epub 2022 Feb 28.
- Schergna E, Armani M. [Muscular diseases: epidemiology of progressive muscular dystrophies]. Minerva Med. 1981 Apr 28;72(17):1045-9. Italian.
- Halstuch D, Baniel J, Lifshitz D, Sela S, Ber Y, Margel D. Characterizing the learning curve of MRI-US fusion prostate biopsies. Prostate Cancer Prostatic Dis. 2019 Dec;22(4):546-551. doi: 10.1038/s41391-019-0137-2. Epub 2019 Mar 6.
- Kasabwala K, Patel N, Cricco-Lizza E, Shimpi AA, Weng S, Buchmann RM, Motanagh S, Wu Y, Banerjee S, Khani F, Margolis DJ, Robinson BD, Hu JC. The Learning Curve for Magnetic Resonance Imaging/Ultrasound Fusion-guided Prostate Biopsy. Eur Urol Oncol. 2019 Mar;2(2):135-140. doi: 10.1016/j.euo.2018.07.005. Epub 2018 Aug 17.
- Bhattacharya I, Khandwala YS, Vesal S, Shao W, Yang Q, Soerensen SJC, Fan RE, Ghanouni P, Kunder CA, Brooks JD, Hu Y, Rusu M, Sonn GA. A review of artificial intelligence in prostate cancer detection on imaging. Ther Adv Urol. 2022 Oct 10;14:17562872221128791. doi: 10.1177/17562872221128791. eCollection 2022 Jan-Dec.
- Lomas DJ, Ahmed HU. All change in the prostate cancer diagnostic pathway. Nat Rev Clin Oncol. 2020 Jun;17(6):372-381. doi: 10.1038/s41571-020-0332-z. Epub 2020 Feb 28.
- Lenfant L, Beitone C, Troccaz J, Roupret M, Seisen T, Voros S, Mozer PC. Learning curve for fusion magnetic resonance imaging targeted prostate biopsy and three-dimensional transrectal ultrasonography segmentation. BJU Int. 2024 Jun;133(6):709-716. doi: 10.1111/bju.16287. Epub 2024 Jan 31.
- Halabi S, Lin CY, Kelly WK, Fizazi KS, Moul JW, Kaplan EB, Morris MJ, Small EJ. Updated prognostic model for predicting overall survival in first-line chemotherapy for patients with metastatic castration-resistant prostate cancer. J Clin Oncol. 2014 Mar 1;32(7):671-7. doi: 10.1200/JCO.2013.52.3696. Epub 2014 Jan 21.
研究記録日
主要日程の研究
研究開始 (実際)
一次修了 (推定)
研究の完了 (推定)
試験登録日
最初に提出
QC基準を満たした最初の提出物
最初の投稿 (実際)
学習記録の更新
投稿された最後の更新 (実際)
QC基準を満たした最後の更新が送信されました
最終確認日
詳しくは
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