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Boland PA, Hardy NP, Moynihan A, McEntee PD, Loo C, Fenlon H, Cahill RA. Intraoperative near infrared functional imaging of rectal cancer using artificial intelligence methods - now and near future state of the art. Eur J Nucl Med Mol Imaging 2024; 51:3135-3148. [PMID: 38858280 PMCID: PMC11300525 DOI: 10.1007/s00259-024-06731-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2023] [Accepted: 04/15/2024] [Indexed: 06/12/2024]
Abstract
Colorectal cancer remains a major cause of cancer death and morbidity worldwide. Surgery is a major treatment modality for primary and, increasingly, secondary curative therapy. However, with more patients being diagnosed with early stage and premalignant disease manifesting as large polyps, greater accuracy in diagnostic and therapeutic precision is needed right from the time of first endoscopic encounter. Rapid advancements in the field of artificial intelligence (AI), coupled with widespread availability of near infrared imaging (currently based around indocyanine green (ICG)) can enable colonoscopic tissue classification and prognostic stratification for significant polyps, in a similar manner to contemporary dynamic radiological perfusion imaging but with the advantage of being able to do so directly within interventional procedural time frames. It can provide an explainable method for immediate digital biopsies that could guide or even replace traditional forceps biopsies and provide guidance re margins (both areas where current practice is only approximately 80% accurate prior to definitive excision). Here, we discuss the concept and practice of AI enhanced ICG perfusion analysis for rectal cancer surgery while highlighting recent and essential near-future advancements. These include breakthrough developments in computer vision and time series analysis that allow for real-time quantification and classification of fluorescent perfusion signals of rectal cancer tissue intraoperatively that accurately distinguish between normal, benign, and malignant tissues in situ endoscopically, which are now undergoing international prospective validation (the Horizon Europe CLASSICA study). Next stage advancements may include detailed digital characterisation of small rectal malignancy based on intraoperative assessment of specific intratumoral fluorescent signal pattern. This could include T staging and intratumoral molecular process profiling (e.g. regarding angiogenesis, differentiation, inflammatory component, and tumour to stroma ratio) with the potential to accurately predict the microscopic local response to nonsurgical treatment enabling personalised therapy via decision support tools. Such advancements are also applicable to the next generation fluorophores and imaging agents currently emerging from clinical trials. In addition, by providing an understandable, applicable method for detailed tissue characterisation visually, such technology paves the way for acceptance of other AI methodology during surgery including, potentially, deep learning methods based on whole screen/video detailing.
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Affiliation(s)
- Patrick A Boland
- UCD Centre for Precision Surgery, School of Medicine, University College Dublin, 47 Eccles Street, Dublin 7, Dublin, Ireland
- Department of Colorectal Surgery, Mater Misericordiae University Hospital, Dublin, Ireland
| | - N P Hardy
- UCD Centre for Precision Surgery, School of Medicine, University College Dublin, 47 Eccles Street, Dublin 7, Dublin, Ireland
- Department of Colorectal Surgery, Mater Misericordiae University Hospital, Dublin, Ireland
| | - A Moynihan
- UCD Centre for Precision Surgery, School of Medicine, University College Dublin, 47 Eccles Street, Dublin 7, Dublin, Ireland
- Department of Colorectal Surgery, Mater Misericordiae University Hospital, Dublin, Ireland
| | - P D McEntee
- UCD Centre for Precision Surgery, School of Medicine, University College Dublin, 47 Eccles Street, Dublin 7, Dublin, Ireland
- Department of Colorectal Surgery, Mater Misericordiae University Hospital, Dublin, Ireland
| | - C Loo
- UCD Centre for Precision Surgery, School of Medicine, University College Dublin, 47 Eccles Street, Dublin 7, Dublin, Ireland
| | - H Fenlon
- Department of Radiology, Mater Misericordiae University Hospital, Dublin, Ireland
| | - R A Cahill
- UCD Centre for Precision Surgery, School of Medicine, University College Dublin, 47 Eccles Street, Dublin 7, Dublin, Ireland.
- Department of Colorectal Surgery, Mater Misericordiae University Hospital, Dublin, Ireland.
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von Kroge PH, Duprée A. Fluorescent Imaging in Visceral Surgery: Current Opportunities and Future Perspectives. Visc Med 2023; 39:39-45. [PMID: 37405326 PMCID: PMC10315688 DOI: 10.1159/000530362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Accepted: 03/21/2023] [Indexed: 07/06/2023] Open
Abstract
Background Fluorescent imaging using indocyanine green (FI-ICG) has become quite popular in the past century, giving the surgeon various pre- and intraoperative approaches in visceral surgery. Nevertheless, several aspects and pitfalls of using the technology need to be addressed. Summary This article focused on the applications of FI-ICG in esophageal and colorectal surgery as this is where the clinical relevance is most important. Important benchmark studies were summarized to explain the background. In addition, dosage, the timing of application, and future perspectives - especially quantification methods - were the article's content. Key Message There are currently encouraging data on the use of FI-ICG, particularly concerning perfusion assessment to reduce anastomotic leakage, although its use is mainly subjective. The optimal dosage remains unclear; for perfusion evaluation, it should be around 0.1 mg/kg body weight. Moreover, the quantification of FI-ICG opens new possibilities, so that reference values may be available in the future. However, in addition to perfusion measurement, the detection of additional hepatic lesions such as liver metastases or lesions of peritoneal carcinomatosis is also possible. A standardization of FI-ICG and further studies are needed to fully utilize FI-ICG.
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Affiliation(s)
- Philipp H von Kroge
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Anna Duprée
- Department of General, Visceral and Thoracic Surgery, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Sutton PA, van Dam MA, Cahill RA, Mieog S, Polom K, Vahrmeijer AL, van der Vorst J. Fluorescence-guided surgery: comprehensive review. BJS Open 2023; 7:7162090. [PMID: 37183598 PMCID: PMC10183714 DOI: 10.1093/bjsopen/zrad049] [Citation(s) in RCA: 22] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Revised: 04/02/2023] [Accepted: 04/03/2023] [Indexed: 05/16/2023] Open
Abstract
BACKGROUND Despite significant improvements in preoperative workup and surgical planning, surgeons often rely on their eyes and hands during surgery. Although this can be sufficient in some patients, intraoperative guidance is highly desirable. Near-infrared fluorescence has been advocated as a potential technique to guide surgeons during surgery. METHODS A literature search was conducted to identify relevant articles for fluorescence-guided surgery. The literature search was performed using Medical Subject Headings on PubMed for articles in English until November 2022 and a narrative review undertaken. RESULTS The use of invisible light, enabling real-time imaging, superior penetration depth, and the possibility to use targeted imaging agents, makes this optical imaging technique increasingly popular. Four main indications are described in this review: tissue perfusion, lymph node assessment, anatomy of vital structures, and tumour tissue imaging. Furthermore, this review provides an overview of future opportunities in the field of fluorescence-guided surgery. CONCLUSION Fluorescence-guided surgery has proven to be a widely innovative technique applicable in many fields of surgery. The potential indications for its use are diverse and can be combined. The big challenge for the future will be in bringing experimental fluorophores and conjugates through trials and into clinical practice, as well as validation of computer visualization with large data sets. This will require collaborative surgical groups focusing on utility, efficacy, and outcomes for these techniques.
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Affiliation(s)
- Paul A Sutton
- The Colorectal and Peritoneal Oncology Centre, Christie Hospital, Manchester, UK
- Division of Cancer Sciences, University of Manchester, Manchester, UK
| | - Martijn A van Dam
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Ronan A Cahill
- RAC, UCD Centre for Precision Surgery, University College Dublin, Dublin, Ireland
- RAC, Department of Surgery, Mater Misericordiae University Hospital, Dublin, Ireland
| | - Sven Mieog
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
| | - Karol Polom
- Clinic of Oncological, Transplantation and General Surgery, Gdansk Medical University, Gdansk, Poland
| | | | - Joost van der Vorst
- Department of Surgery, Leiden University Medical Center, Leiden, The Netherlands
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Abbaci M, Conversano A, Karimi M, Mathieu MC, Rouffiac V, De Leeuw F, Michiels S, Laplace-Builhé C, Mazouni C. Near-Infrared Fluorescence Axillary Reverse Mapping (ARM) Procedure in Invasive Breast Cancer: Relationship between Fluorescence Signal in ARM Lymph Nodes and Clinical Outcomes. Cancers (Basel) 2022; 14:cancers14112614. [PMID: 35681595 PMCID: PMC9179319 DOI: 10.3390/cancers14112614] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Revised: 05/11/2022] [Accepted: 05/17/2022] [Indexed: 02/05/2023] Open
Abstract
Simple Summary Near-infrared fluorescence axillary reverse mapping (ARM) is a promising procedure for identification and preservation of arm lymphatic drainage during axillary lymph node dissection (ALND). We included 109 patients to analyze the indocyanine green fluorescence signal in ARM lymph nodes after resection. The fluorescence signal from ARM lymph nodes were compared with clinical findings to determine the importance of this criterion on the potential management of patients with ALND. ARM lymph nodes were identified in 94.5% of cases. The mean normalized fluorescence signal intensity value was 0.47 with no significant signal difference between metastatic and non-metastatic ARM lymph nodes. Only the preoperative diagnosis of metastasis in the axillary nodes of patients was significantly associated with a higher ARM node fluorescence signal intensity. Although preliminary results did not show that fluorescence signal intensity is a reliable diagnostic tool, the NIR fluorescence ARM procedure may be useful for ARM lymph node identification. Abstract The near-infrared (NIR) fluorescence axillary reverse mapping (ARM) procedure is a promising tool to identify and preserve arm lymphatic drainage during axillary lymph node dissection (ALND). The ARMONIC clinical trial was conducted to validate the technique on a large cohort of patients and to analyze the predictive clinical factors for ARM lymph node metastasis. For the first time, the fluorescence signal intensity from the ARM lymph nodes was measured and correlated with clinical findings. A total of 109 patients with invasive breast cancer and indications of mastectomy and ALND underwent the NIR fluorescence ARM procedure. Indocyanine green was administered by intradermal injection followed by intraoperative identification and resection of the ARM lymph nodes with NIR fluorescence camera guidance. The fluorescence signal intensity and signal distribution were then measured ex vivo and compared with clinical outcomes. ARM lymph nodes were successfully identified by fluorescence in 94.5% of cases. The mean normalized fluorescence signal intensity value was 0.47 with no significant signal difference between metastatic and non-metastatic ARM lymph nodes (p = 0.3728). At the microscopic level, the fluorescence signal distribution was focally intense in lymphoid tissue areas. Only the preoperative diagnosis of metastasis in the axillary nodes of patients was significantly associated with a higher ARM node fluorescence signal intensity (p = 0.0253), though it was not significantly associated with the pathological nodal (pN) status (p = 0.8081). Based on an optimal cut-off fluorescence value, the final sensitivity and specificity of the NIR fluorescence ARM procedure for ARM lymph node metastatic involvement were 64.7% and 47.3%, respectively. Although our preliminary results did not show that fluorescence signal intensity is a reliable diagnostic tool, the NIR fluorescence ARM procedure may be useful for ARM lymph node identification. Clinical trial registration: NCT02994225.
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Affiliation(s)
- Muriel Abbaci
- UMS AMMICa, Plateforme Imagerie et Cytométrie, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France;
- Laboratoire d’Imagerie Biomédicale Multimodale Paris Saclay, Université Paris-Saclay, CEA, CNRS, Inserm, 91401 Orsay, France
- Correspondence:
| | - Angelica Conversano
- Department of Breast and Plastic Surgery, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France; (A.C.); (C.M.)
| | - Maryam Karimi
- Bureau de Biostatistique et d’Épidémiologie, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France; (M.K.); (S.M.)
- Oncostat U1018, Inserm, Université Paris-Saclay, Équipe Labellisée Ligue Contre le Cancer, 94805 Villejuif, France
| | - Marie-Christine Mathieu
- Department of Pathology, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France;
| | - Valérie Rouffiac
- UMS AMMICa, Plateforme Imagerie et Cytométrie, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France;
| | - Frederic De Leeuw
- UMS AMMICa, Plateforme Imagerie et Cytométrie, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France;
| | - Stefan Michiels
- Bureau de Biostatistique et d’Épidémiologie, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France; (M.K.); (S.M.)
- Oncostat U1018, Inserm, Université Paris-Saclay, Équipe Labellisée Ligue Contre le Cancer, 94805 Villejuif, France
| | - Corinne Laplace-Builhé
- UMS AMMICa, Plateforme Imagerie et Cytométrie, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France;
- Laboratoire d’Imagerie Biomédicale Multimodale Paris Saclay, Université Paris-Saclay, CEA, CNRS, Inserm, 91401 Orsay, France
| | - Chafika Mazouni
- Department of Breast and Plastic Surgery, Gustave Roussy Cancer Campus, Université Paris-Saclay, 94805 Villejuif, France; (A.C.); (C.M.)
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Daniluk P, Mazur N, Swierblewski M, Chand M, Diana M, Polom K. Fluorescence Imaging in Colorectal Surgery: An Updated Review and Future Trends. Surg Innov 2022; 29:479-487. [PMID: 35232304 DOI: 10.1177/15533506211072678] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Fluorescence imaging in colorectal surgery is considered a novel predominantly intraoperative method of ensuring a greater surgical success. The use of fluorescence is linked to advanced tumor visualization and projection of its lymphatics, both vessels and nodes, which results in a higher chance of achieving a total excision. Additionally, iatrogenic complications prove to be reduced using fluorescence during the surgical excision. The combination of fluorescence and artificial intelligence to better facilitate oncological surgery will soon become an established approach in operating rooms worldwide.
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Affiliation(s)
- Paulina Daniluk
- Department of Surgical Oncology, 37804Medical University of Gdansk, Gdansk, Poland
| | - Natalia Mazur
- Department of Surgical Oncology, 37804Medical University of Gdansk, Gdansk, Poland
| | - Maciej Swierblewski
- Department of Surgical Oncology, 37804Medical University of Gdansk, Gdansk, Poland
| | - Manish Chand
- Department of Surgery and Interventional Sciences, GENIE Centre, 4919University College London, University College London Hospitals, NHS Trust, London, UK
| | - Michele Diana
- Department of General, Digestive, and Endocrine Surgery, University Hospital of Strasbourg, Strasbourg, France
| | - Karol Polom
- Department of Surgical Oncology, 37804Medical University of Gdansk, Gdansk, Poland
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Roberto S, Piergiorgio D, Antonio ZM. Lymph node staging for colorectal cancer: Green is the new black. Dig Liver Dis 2020; 52:1379-1380. [PMID: 33127364 DOI: 10.1016/j.dld.2020.09.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Revised: 09/26/2020] [Accepted: 09/29/2020] [Indexed: 12/11/2022]
Affiliation(s)
- Santambrogio Roberto
- UOC di Chirurgia Generale PO Fatebenefratelli - ASST Fatebenefratelli Sacco Milano, Italy.
| | - Danelli Piergiorgio
- UOC di Chirurgia Generale PO Sacco - ASST Fatebenefratelli Sacco, Milano Italy
| | - Zappa Marco Antonio
- UOC di Chirurgia Generale PO Fatebenefratelli - ASST Fatebenefratelli Sacco Milano, Italy
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