Prostate MRI Analysis by Radiologists and Artificial Intelligence - Disease Identification and Guided Management (PARADIGM)
A Study Assessing Whether Artificial Intelligence is Non-inferior to Radiologists in the Diagnosis of Clinically Significant Prostate Cancer.
Prostate cancer is the most common male cancer in 112 countries and makes up 7% of global cancer cases, and is the second leading cause of cancer-related deaths in men.
Normally, men with suspected prostate cancer undergo a prostate MRI, and then a Radiologist would review this scan to identify any suspicious areas for cancer within the prostate. Prostate MRI interpretation, however, is an expert skill with a steep learning curve, and internationally, there is a growing shortage of Radiologists.
The PARADIGM trial aims to assess if AI can perform just as well as Radiologists in interpretating prostate MRI scans to identify prostate cancer. Enrolled participants will undergo a prostate MRI, which is the normal method used for investigating suspected prostate cancer. AI and a Radiologist will both interpret the MRI, without knowledge of each other's interpretation. Once both reports have been made, the Radiologist will be asked to produce a third, combined report.
If there is a suspicious area in the prostate identified either by AI or the Radiologist, targeted biopsies will be performed. f there are no suspicious areas on the MRI and if you are at low risk of harbouring cancer, which occurs in about 30% of men, then no biopsy will be taken at all.
調査の概要
詳細な説明
Aim: To assess whether artificial intelligence is non-inferior to radiologists in the diagnosis of clinically significant prostate cancer on MRI.
Objectives
Primary
1. To compare the proportion of men who have clinically significant prostate cancer detected on MRI using AI ± targeted biopsy with radiologists ± targeted biopsy.
Secondary
- To compare the proportion of men who have clinically insignificant prostate cancer detected on MRI using AI ± targeted biopsy with radiologists ± targeted biopsy.
- To compare the proportion of men with non-suspicious MRIs for AI vs radiologists.
- To compare the proportion of men with indeterminately scored MRI as reported by AI vs radiologists.
- To compare the diagnostic test performance of AI vs radiologist.
- To compare the additive value of AI when used together with a radiologist interpretation (summative of all identified lesions) compared to a radiologist alone.
- To compare the additive value of AI when used together with a radiologist interpretation (where the radiologist can interact with the AI system by accepting or rejecting AI-identified lesions) compared to a radiologist alone.
- To determine the frequency of AI failures.
- To compare treatment eligibility decisions between AI and Radiologist.
- To compare the cost-effectiveness of unblinded AI interpreted by the radiologist compared to radiologist alone for prostate cancer detection, and AI alone vs. radiologist alone, and a 3-arm analysis considering all three.
Design:
Prospective, international, within-patient, multi-centre, level-1 evidnece trial in participants referred to hospital with a clinical suspicion of prostate cancer.
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:Ng Alexander, MBBS BSc (Hons)
- 電話番号:+44 0207 679 5057
- メール:alexander.ng@ucl.ac.uk
研究連絡先のバックアップ
- 名前:PARADIGM Study Team
- メール:med.paradigm@ucl.ac.uk
参加基準
適格基準
就学可能な年齢
- 大人
- 高齢者
健康ボランティアの受け入れ
説明
Inclusion Criteria:
- Men at least 18 years of age referred with clinical suspicion of prostate cancer
- Serum PSA ≤ 20 ng/mL
- Fit to undergo all procedures listed in the protocol
- Able to provide written informed consent
Exclusion Criteria:
- Prior prostate biopsy
- Prior prostate MRI on a previous encounter*
- Prior treatment for prostate cancer
- Contraindication to MRI (e.g. claustrophobia, pacemaker)
- Metalwork that would give rise to artefact on MRI (e.g. hip prosthesis, pelvic/spinal metalwork)
- Contraindication to prostate biopsy
Unfit to undergo any procedures listed in protocol
- An MRI on a previous encounter means a previous prostate MRI which has been seen by a doctor and has been used to inform patient management at the time of the original MRI.
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:単一グループの割り当て
- 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 |
|---|---|
|
アクティブコンパレータ:Radiologist interpretation of MRI +/- prostate biopsy
Radiologist Interpretation
|
Radiologist will interpret the prostate MRI (as per standard of care)
|
|
実験的:AI interpretation of MRI +/- prostate biopsy
AI Interpretation
|
AI algorithm that will interpretate the prostate MRI
|
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 |
|---|---|---|
|
Proportion of men with clinically significant cancer
時間枠:When biopsy results available, at an expected average of 30 days post-biopsy
|
Proportion of men with clinically significant cancer detected (any pattern 4 disease on any core (i.e.
Gleason Grade ≥ 3+4/Gleason grade group ≥2).
|
When biopsy results available, at an expected average of 30 days post-biopsy
|
二次結果の測定
結果測定 |
メジャーの説明 |
時間枠 |
|---|---|---|
|
Proportion of men with clinically insignificant cancer
時間枠:When biopsy results available, at an expected average of 30 days post-biopsy
|
Proportion of men with clinically insignificant cancer detected (Gleason grade 3+3/Gleason grade group 1).
|
When biopsy results available, at an expected average of 30 days post-biopsy
|
|
Proportion of men with non-suspicious MRIs
時間枠:When MRI results available, at an expected average of 30 days post-MRI
|
Proportion of men with non-suspicious MRIs for AI vs Radiologists
|
When MRI results available, at an expected average of 30 days post-MRI
|
|
Proportion of MRIs with indeterminate scores.
時間枠:When MRI results available, at an expected average of 30 days post-MRI
|
Proportion of men with indeterminately scored MRI as reported by AI vs radiologists
|
When MRI results available, at an expected average of 30 days post-MRI
|
|
Agreement between AI and Radiologist in score of suspicion
時間枠:When MRI results available, at an expected average of 30 days post-MRI
|
Compare the proportion of MRIs with concordant scores between AI and Radiologist in score of suspicion
|
When MRI results available, at an expected average of 30 days post-MRI
|
|
Diagnostic test performance characteristics (AI versus Radiologist)
時間枠:When biopsy results available, at an expected average of 30 days post-biopsy
|
Test performance characteristics for AI and Radiologists, including sensitivity, specificity, area under the receive operating characteristic curve, positive predictive value and negative predictive value.
|
When biopsy results available, at an expected average of 30 days post-biopsy
|
|
Diagnostic test performance characteristics (AI plus Radiologist)
時間枠:When biopsy results available, at an expected average of 30 days post-biopsy
|
Test performance characteristics of AI in combination with Radiologist (summative of all identified lesions) compared to a radiologist alone, including sensitivity, specificity, area under the receive operating characteristic curve, positive predictive value and negative predictive value.
|
When biopsy results available, at an expected average of 30 days post-biopsy
|
|
Diagnostic test performance characteristics (AI-assisted Radiologist)
時間枠:When biopsy results available, at an expected average of 30 days post-biopsy
|
Test performance characteristics of AI in combination with Radiologist (where the radiologist can interact with the AI system by accepting or rejecting AI-identified lesions) compared to a radiologist alone, including sensitivity, specificity, area under the receive operating characteristic curve, positive predictive value and negative predictive value.
|
When biopsy results available, at an expected average of 30 days post-biopsy
|
|
Significant cancer detected by peri-lesional biopsies
時間枠:When biopsy results available, at an expected average of 30 days post-biopsy
|
Proportion of patients with significant cancer detected taking into account peri-lesional biopsies of AI and Radiologist declared lesions.
|
When biopsy results available, at an expected average of 30 days post-biopsy
|
|
Significant cancer detected by systematic biopsies
時間枠:When biopsy results available, at an expected average of 30 days post-biopsy
|
Proportion of patients with significant cancer detected by systematic biopsies
|
When biopsy results available, at an expected average of 30 days post-biopsy
|
|
Frequency of AI failures
時間枠:When MRI results available, at an expected average of 30 days post-MRI
|
Proportion of patients where AI was unable to interpret the MRI scan
|
When MRI results available, at an expected average of 30 days post-MRI
|
|
Treatment eligibility decisions
時間枠:When biopsy results available, at an expected average of 30 days post-biopsy
|
Proportion of patients where treatment eligibility changed between AI and Radiologist
|
When biopsy results available, at an expected average of 30 days post-biopsy
|
|
Cost-efffectiveness
時間枠:At an expected average of 30 days post-intervention
|
Cost-effectiveness of unblinded AI interpreted by the radiologist compared to radiologist alone in detecting significant prostate cancer, and AI alone vs. radiologist alone, and a 3-arm analysis considering all three.
|
At an expected average of 30 days post-intervention
|
協力者と研究者
捜査官
- スタディチェア:Veeru Kasivisvanathan, MBBS BSc FRCS MSc PGCert PhD、Division of Surgery and Interventional Science, University College London, UK
- スタディチェア:Doug Pendse, MB ChB MD (Res) MRCS FRCR、Department of Radiology, Universiy College London Hospitals NHS Foundation Trust, UK
研究記録日
主要日程の研究
研究開始 (推定)
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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