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Song B, Liang R. Integrating artificial intelligence with smartphone-based imaging for cancer detection in vivo. Biosens Bioelectron 2025; 271:116982. [PMID: 39616900 PMCID: PMC11789447 DOI: 10.1016/j.bios.2024.116982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Revised: 11/19/2024] [Accepted: 11/20/2024] [Indexed: 01/03/2025]
Abstract
Cancer is a major global health challenge, accounting for nearly one in six deaths worldwide. Early diagnosis significantly improves survival rates and patient outcomes, yet in resource-limited settings, the scarcity of medical resources often leads to late-stage diagnosis. Integrating artificial intelligence (AI) with smartphone-based imaging systems offers a promising solution by providing portable, cost-effective, and widely accessible tools for early cancer detection. This paper introduces advanced smartphone-based imaging systems that utilize various imaging modalities for in vivo detection of different cancer types and highlights the advancements of AI for in vivo cancer detection in smartphone-based imaging. However, these compact smartphone systems face challenges like low imaging quality and restricted computing power. The use of advanced AI algorithms to address the optical and computational limitations of smartphone-based imaging systems provides promising solutions. AI-based cancer detection also faces challenges. Transparency and reliability are critical factors in gaining the trust and acceptance of AI algorithms for clinical application, explainable and uncertainty-aware AI breaks the black box and will shape the future AI development in early cancer detection. The challenges and solutions for improving AI accuracy, transparency, and reliability are general issues in AI applications, the AI technologies, limitations, and potentials discussed in this paper are applicable to a wide range of biomedical imaging diagnostics beyond smartphones or cancer-specific applications. Smartphone-based multimodal imaging systems and deep learning algorithms for multimodal data analysis are also growing trends, as this approach can provide comprehensive information about the tissue being examined. Future opportunities and perspectives of AI-integrated smartphone imaging systems will be to make cutting-edge diagnostic tools more affordable and accessible, ultimately enabling early cancer detection for a broader population.
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Affiliation(s)
- Bofan Song
- Wyant College of Optical Sciences, The University of Arizona, Tucson, AZ, 85721, USA.
| | - Rongguang Liang
- Wyant College of Optical Sciences, The University of Arizona, Tucson, AZ, 85721, USA.
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Kennedy GT, Azari FS, Chang A, Bou-Samra P, Desphande C, Predina J, Delikatny EJ, Olson M, Rice DC, Singhal S. A Phase 2 Multicenter Clinical Trial of Intraoperative Molecular Imaging of Lung Cancer with a pH-Activatable Nanoprobe. Mol Imaging Biol 2024; 26:585-592. [PMID: 38992245 DOI: 10.1007/s11307-024-01933-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2024] [Revised: 06/29/2024] [Accepted: 07/01/2024] [Indexed: 07/13/2024]
Abstract
PURPOSE Intraoperative molecular imaging (IMI) uses tumor-targeted optical contrast agents to improve identification and clearance of cancer. Recently, a probe has been developed that only fluoresces when activated in an acidic pH, which is common to many malignancies. We report the first multicenter Phase 2 trial of a pH-activatable nanoprobe (pegsitacianine, ONM-100) for IMI of lung cancer. METHODS Patients with suspected or biopsy-confirmed lung cancer scheduled for sublobar resection were administered a single intravenous infusion of pegsitacianine (1 mg/kg) one to three days prior to surgery. Intraoperatively, the patients underwent a white light thoracoscopic evaluation, and then were imaged with an NIR thoracoscope to detect tumor fluorescence. The primary study endpoint was the proportion of patients with a clinically significant event (CSE) which was defined as an intraoperative discovery during IMI that led to a change in the surgical procedure. Possible CSEs included (i) localizing the index lung nodule that could not be located by white light, (ii) identifying a synchronous malignant lesion, or (iii) recognizing a close surgical margin (< = 10 mm). Secondary endpoints were sensitivity, specificity, NPV, and PPV of pegsitacianine in detecting tumor-containing tissue. The safety evaluation was based on adverse event reporting, clinical laboratory parameters, and physical examinations. RESULTS Twenty patients were confirmed as eligible and administered pegsitacianine. Most of the patients were female (n = 12 [60%]), middle-aged (mean age 63.4 years), and former smokers (n = 13 [65%], 28.6 mean pack years). Mean lesion size was 1.9 cm, and most lesions (n = 17 [85%]) were malignant. The most common histologic subtype was adenocarcinoma (n = 9). By utilizing IMI with pegsitacianine, one patient had a CSE in the detection of a close margin and another had localization of a tumor not detectable by traditional surgical means. Six of 19 (31.6%) malignant lesions fluoresced with mean tumor-to-background ratio (TBR) of 3.00, as compared to TBR of 1.20 for benign lesions (n = 3). Sensitivity and specificity of pegsitacianine-based IMI for detecting malignant tissue was 31.6% and 33.3%, respectively. Positive predictive value (PPV) and negative predictive value (NPV) of pegsitacianine-based IMI was 75% and 7.1%, respectively. Pegsitacianine-based imaging was not effective in differentiating benign and malignant lymph nodes. From a safety perspective, no drug-related serious adverse events occurred. Four patients experienced mild pegsitacianine-related infusion reactions which required discontinuing the study drug with complete resolution of symptoms. CONCLUSIONS Pegsitacianine-based IMI, though well tolerated from a safety perspective, does not consistently label lung tumors during resection and does not provide significant clinical benefit over existing standards of surgical care. The biology of lung tumors may not be as acidic as other solid tumors in the body thereby not activating the probe as predicted.
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Affiliation(s)
- Gregory T Kennedy
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard 14th Floor South Pavilion, Philadelphia, PA, 19104, USA.
| | - Feredun S Azari
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard 14th Floor South Pavilion, Philadelphia, PA, 19104, USA
| | - Austin Chang
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard 14th Floor South Pavilion, Philadelphia, PA, 19104, USA
| | - Patrick Bou-Samra
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard 14th Floor South Pavilion, Philadelphia, PA, 19104, USA
| | - Charuhas Desphande
- Department of Pathology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Jarrod Predina
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard 14th Floor South Pavilion, Philadelphia, PA, 19104, USA
| | - Edward J Delikatny
- Department of Radiology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | | | - David C Rice
- Department of Surgery, MD Anderson Cancer Center, Houston, TX, USA
| | - Sunil Singhal
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard 14th Floor South Pavilion, Philadelphia, PA, 19104, USA
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Badieyan S, Abedini M, Razzaghi M, Moradi A, Masjedi M. Polarimetric imaging-based cancer bladder tissue's detection: A comparative study of bulk and formalin-fixed paraffin-embedded samples. Photodiagnosis Photodyn Ther 2023; 44:103698. [PMID: 37433425 DOI: 10.1016/j.pdpdt.2023.103698] [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: 06/05/2023] [Revised: 07/04/2023] [Accepted: 07/07/2023] [Indexed: 07/13/2023]
Abstract
The polarimetry imaging technique as a promising technique for pathological diagnosis provides a handy tool for identifying and discriminating cancerous tissues. In this paper, the optical polarization properties of bulk bladder tissues without any further processing and Formalin-Fixed Paraffin-Embedded (FFPE) blocks of bladder tissues have been measured. The images of the Muller matrix for both normal and cancerous samples have been obtained and for quantitative analysis and to provide a more precise comparison, two methods have been applied; the Mueller matrix polar decomposition (MMPD), and the Mueller matrix transformation (MMT). The results have shown that some of the extracted parameters from these methods can be used to identify the microstructural differentiations between normal and cancerous tissues. The results revealed a good accord between the obtained optical parameters for bulk and FFPE bladder tissues. By measuring the polarimetric properties of the tissue right after resection, and also in the early stages of pathology (FFPE tissues), this method can be applied in vivo to perform an optical biopsy; Furthermore, this method has the potential to significantly shortens the duration of pathological diagnosis. The approach seems remarkable, simple, precise, and economical compared to the existing techniques for the detection of cancerous samples.
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Affiliation(s)
- Saeedesadat Badieyan
- Laser Application in Medical Sciences Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran; Department of Biomedical Engineering, University of Neyshabur, Neyshabur, Iran.
| | - Mitra Abedini
- Department of Medical Physics and Biomedical Engineering, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mohammadreza Razzaghi
- Laser Application in Medical Sciences Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Afshin Moradi
- Laser Application in Medical Sciences Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mohammadreza Masjedi
- Laser Application in Medical Sciences Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran
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Kennedy GT, Azari FS, Chang A, Chang A, Bou-Samra P, Desphande C, Delikatny EJ, Eruslanov E, Kucharczuk JC, Rice DC, Singhal S. A pH-Activatable Nanoprobe Labels Diverse Histologic Subtypes of Human Lung Cancer During Resection. Mol Imaging Biol 2023; 25:824-832. [PMID: 37697109 PMCID: PMC11141135 DOI: 10.1007/s11307-023-01853-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Revised: 08/02/2023] [Accepted: 08/15/2023] [Indexed: 09/13/2023]
Abstract
BACKGROUND Intraoperative molecular imaging (IMI) uses tumor-targeted optical contrast agents to improve identification and clearance of cancer during surgery. Recently, pH-activatable contrast agents have been developed but none has been tested in lung cancer. Here, we report the successful clinical translation of pegsitacianine (ONM-100), a pH-activatable nanoprobe, for fluorescence-guided lung cancer resection. METHODS We first characterized the pH setpoint for pegsitacianine fluorescence activation in vitro. We then optimized the specificity, dosing, and timing of pegsitacianine in murine flank xenograft models of lung adenocarcinoma and squamous cell carcinoma. Finally, we tested pegsitacianine in humans undergoing lung cancer surgery as part of an ongoing phase 2 trial. RESULTS We found that the fluorescence activation of pegsitacianine occurred below physiologic pH in vitro. Using preclinical models of lung cancer, we found that the probe selectively labeled both adenocarcinoma and squamous cell carcinoma xenografts (mean tumor-to-background ratio [TBR] > 2.0 for all cell lines). In the human pilot study, we report cases in which pegsitacianine localized pulmonary adenocarcinoma and pulmonary squamous cell carcinoma (TBRs= 2.7 and 2.4) in real time to illustrate its successful clinical translation and potential to improve surgical management. CONCLUSIONS This translational study demonstrates the feasibility of pegsitacianine as an IMI probe to label the two most common histologic subtypes of human lung cancer.
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Affiliation(s)
- Gregory Thomas Kennedy
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard, 14th Floor, South Pavilion, Philadelphia, PA, 19104, USA
| | - Feredun S Azari
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard, 14th Floor, South Pavilion, Philadelphia, PA, 19104, USA
| | - Ashley Chang
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard, 14th Floor, South Pavilion, Philadelphia, PA, 19104, USA
| | - Austin Chang
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard, 14th Floor, South Pavilion, Philadelphia, PA, 19104, USA
| | - Patrick Bou-Samra
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard, 14th Floor, South Pavilion, Philadelphia, PA, 19104, USA
| | - Charuhas Desphande
- Department of Pathology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Edward J Delikatny
- Department of Radiology, University of Pennsylvania School of Medicine, Philadelphia, PA, USA
| | - Evgeniy Eruslanov
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard, 14th Floor, South Pavilion, Philadelphia, PA, 19104, USA
| | - John C Kucharczuk
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard, 14th Floor, South Pavilion, Philadelphia, PA, 19104, USA
| | - David C Rice
- Department of Surgery, MD Anderson Cancer Center, Houston, TX, USA
| | - Sunil Singhal
- Department of Surgery, University of Pennsylvania School of Medicine, 3400 Civic Center Boulevard, 14th Floor, South Pavilion, Philadelphia, PA, 19104, USA.
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Kennedy GT, Azari FS, Chang A, Nadeem B, Bernstein E, Segil A, Din A, Desphande C, Okusanya O, Keating J, Predina J, Newton A, Kucharczuk JC, Singhal S. Single-institution experience of 500 pulmonary resections guided by intraoperative molecular imaging. J Thorac Cardiovasc Surg 2023; 165:1928-1938.e1. [PMID: 36863974 PMCID: PMC10311075 DOI: 10.1016/j.jtcvs.2022.12.023] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Revised: 12/04/2022] [Accepted: 12/06/2022] [Indexed: 01/31/2023]
Abstract
OBJECTIVE Intraoperative molecular imaging (IMI) using tumor-targeted optical contrast agents can improve thoracic cancer resections. There are no large-scale studies to guide surgeons in patient selection or imaging agent choice. Here, we report our institutional experience with IMI for lung and pleural tumor resection in 500 patients over a decade. METHODS Between December 2011 and November 2021, patients with lung or pleural nodules undergoing resection were preoperatively infused with 1 of 4 optical contrast tracers: EC17, TumorGlow, pafolacianine, or SGM-101. Then, during resection, IMI was used to identify pulmonary nodules, confirm margins, and identify synchronous lesions. We retrospectively reviewed patient demographic data, lesion diagnoses, and IMI tumor-to-background ratios (TBRs). RESULTS Five hundred patients underwent resection of 677 lesions. We found that there were 4 types of clinical utility of IMI: detection of positive margins (n = 32, 6.4% of patients), identification of residual disease after resection (n = 37, 7.4%), detection of synchronous cancers not predicted on preoperative imaging (n = 26, 5.2%), and minimally invasive localization of nonpalpable lesions (n = 101 lesions, 14.9%). Pafolacianine was most effective for adenocarcinoma-spectrum malignancies (mean TBR, 2.84), and TumorGlow was most effective for metastatic disease and mesothelioma (TBR, 3.1). False-negative fluorescence was primarily seen in mucinous adenocarcinomas (mean TBR, 1.8), heavy smokers (>30 pack years; TBR, 1.9), and tumors greater than 2.0 cm from the pleural surface (TBR, 1.3). CONCLUSIONS IMI may be effective in improving resection of lung and pleural tumors. The choice of IMI tracer should vary by the surgical indication and the primary clinical challenge.
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Affiliation(s)
- Gregory T Kennedy
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pa
| | - Feredun S Azari
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pa
| | - Ashley Chang
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pa
| | - Bilal Nadeem
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pa
| | - Elizabeth Bernstein
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pa
| | - Alix Segil
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pa
| | - Azra Din
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pa
| | - Charuhas Desphande
- Department of Pathology, University of Pennsylvania School of Medicine, Philadelphia, Pa
| | | | - Jane Keating
- Department of Surgery, Hartford Hospital, Hartford, Conn
| | - Jarrod Predina
- Department of Surgery, Massachusetts General Hospital, Boston, Mass
| | - Andrew Newton
- Department of Surgery, MD Anderson Cancer Center, Houston, Tex
| | - John C Kucharczuk
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pa
| | - Sunil Singhal
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pa.
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Advances in bronchoscopic optical coherence tomography and confocal laser endomicroscopy in pulmonary diseases. Curr Opin Pulm Med 2023; 29:11-20. [PMID: 36474462 PMCID: PMC9780043 DOI: 10.1097/mcp.0000000000000929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
PURPOSE OF REVIEW Imaging techniques play a crucial role in the diagnostic work-up of pulmonary diseases but generally lack detailed information on a microscopic level. Optical coherence tomography (OCT) and confocal laser endomicroscopy (CLE) are imaging techniques which provide microscopic images in vivo during bronchoscopy. The purpose of this review is to describe recent advancements in the use of bronchoscopic OCT- and CLE-imaging in pulmonary medicine. RECENT FINDINGS In recent years, OCT- and CLE-imaging have been evaluated in a wide variety of pulmonary diseases and demonstrated to be complementary to bronchoscopy for real-time, near-histological imaging. Several pulmonary compartments were visualized and characteristic patterns for disease were identified. In thoracic malignancy, OCT- and CLE-imaging can provide characterization of malignant tissue with the ability to identify the optimal sampling area. In interstitial lung disease (ILD), fibrotic patterns were detected by both (PS-) OCT and CLE, complementary to current HRCT-imaging. For obstructive lung diseases, (PS-) OCT enables to detect airway wall structures and remodelling, including changes in the airway smooth muscle and extracellular matrix. SUMMARY Bronchoscopic OCT- and CLE-imaging allow high resolution imaging of airways, lung parenchyma, pleura, lung tumours and mediastinal lymph nodes. Although investigational at the moment, promising clinical applications are on the horizon.
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Kennedy GT, Azari FS, Chang A, Nadeem B, Bernstein E, Segil A, Din A, Marfatia I, Desphande C, Okusanya O, Keating J, Predina J, Newton A, Kucharczuk JC, Singhal S. Comparative Experience of Short-wavelength Versus Long-wavelength Fluorophores for Intraoperative Molecular Imaging of Lung Cancer. Ann Surg 2022; 276:711-719. [PMID: 35837887 PMCID: PMC9463092 DOI: 10.1097/sla.0000000000005596] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Intraoperative molecular imaging (IMI) using tumor-targeted optical contrast agents can improve cancer resections. The optimal wavelength of the IMI tracer fluorophore has never been studied in humans and has major implications for the field. To address this question, we investigated 2 spectroscopically distinct fluorophores conjugated to the same targeting ligand. METHODS Between December 2011 and November 2021, patients with primary lung cancer were preoperatively infused with 1 of 2 folate receptor-targeted contrast tracers: a short-wavelength folate-fluorescein (EC17; λ em =520 nm) or a long-wavelength folate-S0456 (pafolacianine; λ em =793 nm). During resection, IMI was utilized to identify pulmonary nodules and confirm margins. Demographic data, lesion diagnoses, and fluorescence data were collected prospectively. RESULTS Two hundred eighty-two patients underwent resection of primary lung cancers with either folate-fluorescein (n=71, 25.2%) or pafolacianine (n=211, 74.8%). Most tumors (n=208, 73.8%) were invasive adenocarcinomas. We identified 2 clinical applications of IMI: localization of nonpalpable lesions (n=39 lesions, 13.8%) and detection of positive margins (n=11, 3.9%). In each application, the long-wavelength tracer was superior to the short-wavelength tracer regarding depth of penetration, signal-to-background ratio, and frequency of event. Pafolacianine was more effective for detecting subpleural lesions (mean signal-to-background ratio=2.71 vs 1.73 for folate-fluorescein, P <0.0001). Limit of signal detection was 1.8 cm from the pleural surface for pafolacianine and 0.3 cm for folate-fluorescein. CONCLUSIONS Long-wavelength near-infrared fluorophores are superior to short-wavelength IMI fluorophores in human tissues. Therefore, future efforts in all human cancers should likely focus on long-wavelength agents.
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Affiliation(s)
- Gregory T Kennedy
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Feredun S Azari
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Ashley Chang
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Bilal Nadeem
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Elizabeth Bernstein
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Alix Segil
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Azra Din
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Isvita Marfatia
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Charuhas Desphande
- Department of Pathology, University of Pennsylvania School of Medicine, Philadelphia, PA
| | | | - Jane Keating
- Department of Surgery, Hartford Hospital, Hartford, CT
| | - Jarrod Predina
- Department of Surgery, Massachusetts General Hospital, Boston, MA
| | - Andrew Newton
- Department of Surgery, MD Anderson Cancer Center, Houston, TX
| | - John C Kucharczuk
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
| | - Sunil Singhal
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, PA
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Endorectal Ultrasound Shear-Wave Elastography of Complex Rectal Adenoma and Early Rectal Cancer. Diagnostics (Basel) 2022; 12:diagnostics12092166. [PMID: 36140566 PMCID: PMC9497521 DOI: 10.3390/diagnostics12092166] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Revised: 08/30/2022] [Accepted: 09/01/2022] [Indexed: 11/16/2022] Open
Abstract
Purpose: To investigate the diagnostic performance of endorectal ultrasound (ERUS), shear-wave elastography (SWE), and magnetic resonance imaging (MRI) in patients with a complex rectal adenoma or an early rectal cancer, i.e., T1 or T2 adenocarcinoma in a clinical setting, and to evaluate the association between SWE and stromal fraction (SF) and apparent diffusion coefficient (ADC) and SF. Method: This prospective study included patients undergoing ERUS and SWE for a rectal tumor subsequently confirmed by histopathology to be an adenoma or a T1 or T2 adenocarcinoma. The accuracy of the imaging methods was assessed by comparing the T category as determined by ERUS and MRI with histopathology, which served as the gold standard. SF was assessed on surgical specimens. Results: A total of 86 patients were included. Of these, 62 patients had adenomas and 24 patients had carcinomas, of which 11 were T1 tumors and 13 were T2 tumors. ERUS and MRI yielded sensitivity, specificity, and accuracy of 0.79 and 0.73, 0.95 and 0.90, and 0.86 and 0.78, respectively, for discrimination between benign and malignant lesions. The area under the receiver operating characteristics curve for SWE was 0.88, and with a cut-off value of 40 kPa the sensitivity, specificity, and accuracy were 0.79, 0.89, and 0.86, respectively. There was a positive correlation between SF and SWE with a p-value of <0.001 and a negative correlation between SF and ADC with a p-value of 0.011. Conclusion: Both ERUS and MRI classified T categories with a high accuracy; however, ERUS classified more adenomas correctly than MRI. In this small population, SWE could differentiate an adenoma from early carcinoma. SF was correlated with both SWE and ADC, as increasing SF tended to yield higher SWE and lower ADC values.
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Preclinical Evaluation of an Activity-Based Probe for Intraoperative Imaging of Esophageal Cancer. Mol Imaging 2022; 2022:5447290. [PMID: 35903245 PMCID: PMC9328188 DOI: 10.1155/2022/5447290] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2022] [Accepted: 06/23/2022] [Indexed: 11/18/2022] Open
Abstract
Background Early detection and complete resection are important prognostic factors for esophageal cancer (EC). Intraoperative molecular imaging (IMI) using tumor-targeted tracers is effective in many cancer types. However, there are no EC-specific IMI tracers. We sought to test a cathepsin activity-based tracer (VGT-309) for EC resection. Methods Murine (AKR, HNM007) and human (OE19) EC cell lines were screened for cathepsin expression by western blotting. In vitro binding affinity of VGT-309 was evaluated by fluorescence microscopy. Flank tumor models were developed by injecting EC cells into the flanks of BALB/c or athymic nude mice. Mice pretreated with a cathepsin inhibitor (JPM-OEt) were used to confirm on target binding. Animals were injected with 2 mg/kg VGT-309, underwent IMI, and were sacrificed 24 hours after injection. Results Cathepsins B, L, S, and X were expressed by EC cell lines, and all cell lines were labeled in vitro with VGT-309. Fluorescent signal was eliminated when cells were pretreated with JPM-OEt. On biodistribution analysis, VGT-309 accumulated in the liver, kidneys, and spleen without other organ involvement. VGT-309 selectively accumulated in flank allografts and xenografts, with mean signal-to-background ratio of 5.21 (IQR: 4.18-6.73) for flank allografts and 4.34 (IQR: 3.75-5.02) for flank xenografts. Fluorescence microscopy and histopathological analysis confirmed the selective accumulation of the tracer in tumors compared to background normal tissues. Conclusions VGT-309 is an effective tracer for IMI of esophageal cancer. There is potential for clinical translation both as an adjunct to endoscopic detection and for complete removal of disease during esophagectomy.
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