Label-free Femtosecond Laser Imaging Combined With the Fast Lung Artificial Intelligence Model for Rapid Intraoperative Diagnosis of Lung Surgical Specimens: A Multicentre, Prospective, Parallel-workflow, Non-inferiority Study.
調査の概要
詳細な説明
This is a prospective, multicenter, paired diagnostic accuracy study designed to evaluate the non-inferiority of femtosecond laser imaging compared with standard frozen section diagnosis for intraoperative assessment of pulmonary nodules or suspected pulmonary tumor lesions.
Eligible patients with pulmonary nodules, pulmonary space-occupying lesions, or suspected pulmonary tumor lesions who are scheduled to undergo surgical resection and require intraoperative pathological assessment will be prospectively enrolled from participating centers. After surgical excision of the tumor specimen, the fresh specimen will be bisected through the central plane. One half of the specimen will be submitted for routine frozen section diagnosis, while the mirrored counterpart will be used for femtosecond laser imaging. This paired design is intended to allow spatially corresponding comparison between the two diagnostic methods while preserving routine clinical workflow.
Frozen section diagnosis will be performed according to standard intraoperative pathological procedures and will continue to guide intraoperative clinical decision-making. Femtosecond laser imaging will be performed on fresh tissue specimens for research purposes. The imaging results will be recorded for diagnostic performance evaluation but will not be used to guide intraoperative surgical decisions.
The diagnostic results of femtosecond laser imaging and frozen section diagnosis will both be compared with the final paraffin-embedded pathological diagnosis, which will serve as the reference standard. The primary objective is to determine whether the diagnostic accuracy of femtosecond laser imaging is non-inferior to that of frozen section diagnosis. Secondary objectives may include comparisons of sensitivity, specificity, positive predictive value, negative predictive value, diagnostic concordance, and intraoperative assessment time between the two methods.
研究の種類
入学 (推定)
連絡先と場所
研究連絡先
- 名前:Xinghua Cheng, Dr. PhD.
- 電話番号:17701681215
- メール:xinhuacheng@sjtu.edu.cn
研究場所
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Shanghai Municipality
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Shanghai、Shanghai Municipality、中国、200030
- 募集
- Shanghai Chest Hospital
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コンタクト:
- Yin Li, Dr.
- 電話番号:8618758824569
- メール:liy1398901568@163.com
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Shanghai、Shanghai Municipality、中国、200030
- まだ募集していません
- Dongfang Hospital
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コンタクト:
- Weigang Zhao, Dr.
- 電話番号:8618930170427
- メール:zhaowg@163.com
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Shanghai、Shanghai Municipality、中国、200030
- まだ募集していません
- Huadong Hospital
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コンタクト:
- Huibiao Zhang, Dr.
- 電話番号:8613916804033
- メール:huibiao_zhang@163.com
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Shanghai、Shanghai Municipality、中国、200030
- まだ募集していません
- Tongji Hospital
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コンタクト:
- wenli Wang, Dr.
- 電話番号:8613761295864
- メール:anderson840913@163.com
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Shanghai、Shanghai Municipality、中国、200030
- まだ募集していません
- Tongren Hospital
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コンタクト:
- ning Wang, Dr.
- 電話番号:8618017337120
- メール:WN3565@shtrhospital.com
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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
サンプリング方法
調査対象母集団
説明
Inclusion Criteria:
- Preoperative imaging suggests a pulmonary nodule, pulmonary space-occupying lesion, or suspected pulmonary tumor lesion.
- The participant is scheduled to undergo pulmonary wedge resection, segmentectomy, lobectomy, or other pulmonary surgery.
- Fresh lung tissue specimens can be obtained intraoperatively for femtosecond laser imaging.
- Intraoperative frozen section diagnosis is planned to assess the nature of the tumor lesion.
- Corresponding postoperative paraffin-embedded pathological diagnosis can be obtained.
- The participant or the participant's legally authorized representative has signed the written informed consent form.
- Patients had not received any antitumor treatment prior to enrollment or specimen collection, including chemotherapy, radiotherapy, targeted therapy, immunotherapy, or other systemic anticancer treatments.
Exclusion Criteria:
- The intraoperative specimen is insufficient and cannot simultaneously meet the requirements for routine clinical pathological diagnosis and research-related testing.
- The specimen shows severe carbonization, necrosis, compression, contamination, or improper preservation, and the investigator determines that effective imaging cannot be completed.
- The femtosecond laser imaging specimen cannot be matched with the corresponding lesion assessed by final paraffin pathology.
- Final paraffin-embedded pathological diagnosis cannot be obtained.
- The participant withdraws informed consent.
- Other conditions that, in the opinion of the investigator, make the participant unsuitable for this study.
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
コホートと介入
グループ/コホート |
介入・治療 |
|---|---|
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Patients undergoing intraoperative pulmonary nodule diagnosis
Patients with pulmonary nodules who are scheduled for surgical resection and require intraoperative pathological assessment.
All participants will undergo femtosecond laser imaging and standard frozen section diagnosis in parallel, and both results will be compared with final paraffin pathology as the reference standard.
|
Fresh surgical specimens will be examined intraoperatively using femtosecond laser imaging.
The imaging results will be recorded for diagnostic performance evaluation and compared with final paraffin pathology.
The results will not guide intraoperative clinical decision-making.
Fresh tumor specimens will be evaluated intraoperatively by standard frozen section pathology.
After the tumor is bisected through the central plane, one half of the specimen will be submitted for frozen section diagnosis, while the mirrored counterpart will be used for femtosecond laser imaging.
Frozen section diagnosis will be used for routine intraoperative clinical decision-making and will also be compared with final paraffin pathology.
|
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 |
|---|---|---|
|
Non-inferiority performance threshold
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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To determine whether FLI combined with Fast Lung achieves the prespecified non-inferiority performance threshold for benign-malignant diagnosis of the patient-level primary target lesion, using final FFPE histopathology as the reference standard.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
二次結果の測定
結果測定 |
メジャーの説明 |
時間枠 |
|---|---|---|
|
Workflow turnaround time
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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To compare workflow turnaround time for FLI + Fast Lung and routine frozen-section pathology.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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Accuracy for invasive versus non-invasive/minimally invasive adenocarcinoma-spectrum lesions.
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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To evaluate the accuracy of Fast Lung for invasive versus non-invasive/minimally invasive adenocarcinoma-spectrum lesions.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
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Sensitivity
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
To estimate the sensitivity of Fast Lung for malignant lesions using FFPE histopathology as the reference standard.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
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Specificity
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
To estimate the specificity of Fast Lung for benign lesions using FFPE histopathology as the reference standard.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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その他の成果指標
結果測定 |
メジャーの説明 |
時間枠 |
|---|---|---|
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Diagnostic accuracy (ROC-AUC)
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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The area under the receiver operating characteristic curve (ROC-AUC) will be used to assess the overall diagnostic accuracy of FLI-FastLung model in etermination of the benign or malignant of surgical specimens compared with final paraffin pathology as the reference standard.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
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Performance of histological subtype diagnostic
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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The performance of the FLI-FastLung model in distinguishing LUAD from LUSC will be evaluated using final paraffin pathology as the reference standard.
Diagnostic performance will be quantified by area under the ROC curve (ROC-AUC), overall accuracy, sensitivity, and specificity.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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Performance in biopsy or small-tissue specimens
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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The performance of the FLI-FastLung model in biopsy or small tissue specimens will be assessed using final paraffin pathology as the reference standard.
Diagnostic performance will be quantified by area under the ROC curve (ROC-AUC), overall accuracy, sensitivity, and specificity.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
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Diagnostic Failure Rate
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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Diagnostic failure rate refers to the proportion of cases in which the FLI-FastLung system is unable to generate a valid histological classification result.
A diagnostic failure is defined as the absence of a final output due to inadequate image quality, insufficient tissue input, or system processing failure.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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False Positive Rate
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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False positive rate will be calculated as the proportion of cases incorrectly classified as positive by the FLI-FastLung model when compared with final paraffin pathology as the reference standard.
The result will be derived from a confusion matrix and expressed as a percentage (%).
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
|
False Negative Rate
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
False negative rate will be calculated as the proportion of cases incorrectly classified as negative by the FLI-FastLung model when compared with final paraffin pathology as the reference standard.
The result will be derived from a confusion matrix and expressed as a percentage (%).
|
From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
|
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Heatmap-pathology concordance
時間枠:From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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Concordance between FastLung-generated heatmaps and corresponding pathological tumor regions will be evaluated using spatial overlap metrics.
The primary measurement will be the Dice similarity coefficient (DSC) between model-generated heatmap regions and manually annotated pathological tumor areas.
Results will be expressed as a continuous score ranging from 0 to 1.
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From intraoperative diagnosis to final paraffin pathology confirmation, up to 30 days after surgery.
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協力者と研究者
出版物と役立つリンク
一般刊行物
- Xu X, Chung JH, Jheon S, Sung SW, Lee CT, Lee JH, Choe G. The accuracy of frozen section diagnosis of pulmonary nodules: evaluation of inflation method during intraoperative pathology consultation with cryosection. J Thorac Oncol. 2010 Jan;5(1):39-44. doi: 10.1097/JTO.0b013e3181c09f9c.
- Hollon TC, Pandian B, Adapa AR, Urias E, Save AV, Khalsa SSS, Eichberg DG, D'Amico RS, Farooq ZU, Lewis S, Petridis PD, Marie T, Shah AH, Garton HJL, Maher CO, Heth JA, McKean EL, Sullivan SE, Hervey-Jumper SL, Patil PG, Thompson BG, Sagher O, McKhann GM 2nd, Komotar RJ, Ivan ME, Snuderl M, Otten ML, Johnson TD, Sisti MB, Bruce JN, Muraszko KM, Trautman J, Freudiger CW, Canoll P, Lee H, Camelo-Piragua S, Orringer DA. Near real-time intraoperative brain tumor diagnosis using stimulated Raman histology and deep neural networks. Nat Med. 2020 Jan;26(1):52-58. doi: 10.1038/s41591-019-0715-9. Epub 2020 Jan 6.
- Lan C, Peng Y, Bai M, Zuo H, Li Y, Wu H, Zhang T, Zhu X, He J, Guo D, Chen X, Zhao H, Gao H. Fast multimodal imaging combined with machine learning identifying taurine as a potential marker for breast cancer margin assessment. NPJ Digit Med. 2025 Dec 17;9(1):32. doi: 10.1038/s41746-025-02202-z.
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
本研究に関する用語
キーワード
追加の関連 MeSH 用語
その他の研究ID番号
- FastLung
- 2025SZ1002 (その他の助成金/資金番号:Foundation of Shanghai Key Laboratory of Thoracic Tumor Biotherapy)
個々の参加者データ (IPD) の計画
個々の参加者データ (IPD) を共有する予定はありますか?
IPD プランの説明
医薬品およびデバイス情報、研究文書
米国FDA規制医薬品の研究
米国FDA規制機器製品の研究
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