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Howell HJ, McGale JP, Choucair A, Shirini D, Aide N, Postow MA, Wang L, Tordjman M, Lopci E, Lecler A, Champiat S, Chen DL, Deandreis D, Dercle L. Artificial Intelligence for Drug Discovery: An Update and Future Prospects. Semin Nucl Med 2025; 55:406-422. [PMID: 39966029 DOI: 10.1053/j.semnuclmed.2025.01.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2025] [Revised: 01/23/2025] [Accepted: 01/24/2025] [Indexed: 02/20/2025]
Abstract
Artificial intelligence (AI) has become a pivotal tool for medical image analysis, significantly enhancing drug discovery through improved diagnostics, staging, prognostication, and response assessment. At a high level, AI-driven image analysis enables the quantification and synthesis of previously qualitative imaging characteristics, facilitating the identification of novel disease-specific biomarkers, patient risk stratification, prognostication, and adverse event prediction. In addition, AI can assist in response assessment by capturing changes in imaging "phenotype" over time, allowing for optimized treatment plans based on real-time analysis. Integrating this emerging technology into drug discovery pipelines has the potential to accelerate the identification and development of new pharmaceuticals by assisting in target identification and patient selection, as well as reducing the incidence, and therefore cost, of failed trials through high-throughput, reproducible, and data-driven insights. Continued progress in AI applications will shape the future of medical imaging, ultimately fostering more efficient, accurate, and tailored drug discovery processes. Herein, we offer a comprehensive overview of how AI enhances medical imaging to inform drug development and therapeutic strategies.
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Affiliation(s)
- Harrison J Howell
- Department of Radiology, New York-Presbyterian Hospital, Columbia University Vagelos College of Physicians and Surgeons, New York, NY
| | - Jeremy P McGale
- Department of Radiology, New York-Presbyterian Hospital, Columbia University Vagelos College of Physicians and Surgeons, New York, NY
| | | | - Dorsa Shirini
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Nicolas Aide
- Centre Havrais d'Imagerie Nucléaire, Octeville, France
| | - Michael A Postow
- Department of Medicine, Memorial Sloan Kettering and Department of Medicine, Weill Cornell Medical College, New York, NY
| | - Lucy Wang
- School of Medicine, New York Medical College, Valhalla, NY
| | - Mickael Tordjman
- Department of Radiology, Biomedical Engineering & Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Egesta Lopci
- Nuclear Medicine Unit, IRCCS-Humanitas Research Hospital, Rozzano, Italy
| | - Augustin Lecler
- Department of Neuroradiology, Foundation Adolphe de Rothschild Hospital, Université Paris Cité, Paris, France
| | - Stéphane Champiat
- Department of Investigational Cancer Therapeutics, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Delphine L Chen
- Department of Radiology, University of Washington, Seattle, WA
| | | | - Laurent Dercle
- Department of Radiology, New York-Presbyterian Hospital, Columbia University Vagelos College of Physicians and Surgeons, New York, NY.
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Wang H, Shi C, Jiang L, Liu X, Tang R, Tang M. Neuroimaging techniques, gene therapy, and gut microbiota: frontier advances and integrated applications in Alzheimer's Disease research. Front Aging Neurosci 2024; 16:1485657. [PMID: 39691161 PMCID: PMC11649678 DOI: 10.3389/fnagi.2024.1485657] [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] [Received: 08/24/2024] [Accepted: 11/19/2024] [Indexed: 12/19/2024] Open
Abstract
Alzheimer's Disease (AD) is a neurodegenerative disorder marked by cognitive decline, for which effective treatments remain elusive due to complex pathogenesis. Recent advances in neuroimaging, gene therapy, and gut microbiota research offer new insights and potential intervention strategies. Neuroimaging enables early detection and staging of AD through visualization of biomarkers, aiding diagnosis and tracking of disease progression. Gene therapy presents a promising approach for modifying AD-related genetic expressions, targeting amyloid and tau pathology, and potentially repairing neuronal damage. Furthermore, emerging evidence suggests that the gut microbiota influences AD pathology through the gut-brain axis, impacting inflammation, immune response, and amyloid metabolism. However, each of these technologies faces significant challenges, including concerns about safety, efficacy, and ethical considerations. This article reviews the applications, advantages, and limitations of neuroimaging, gene therapy, and gut microbiota research in AD, with a particular focus on their combined potential for early diagnosis, mechanistic insights, and therapeutic interventions. We propose an integrated approach that leverages these tools to provide a multi-dimensional framework for advancing AD diagnosis, treatment, and prevention.
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Affiliation(s)
- Haitao Wang
- School of Basic Medicine, Southwest Medical University, Luzhou, Sichuan, China
- The School of Clinical Medical Sciences, Southwest Medical University, Luzhou, Sichuan, China
| | - Chen Shi
- Department of Gynaecology, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China
| | - Ling Jiang
- Department of Anorectal, The Affiliated Traditional Chinese Medicine Hospital, Southwest Medical University, Luzhou, China
| | - Xiaozhu Liu
- Emergency and Critical Care Medical Center, Beijing Shijitan Hospital, Capital Medical University, Beijing, China
| | - Rui Tang
- School of Basic Medicine, Southwest Medical University, Luzhou, Sichuan, China
| | - Mingxi Tang
- School of Basic Medicine, Southwest Medical University, Luzhou, Sichuan, China
- Department of Pathology, Yaan People’s Hospital (Yaan Hospital of West China Hospital of Sichuan University), Yaan, Sichuan, China
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Ficke JB, Watson NL, Stocker DJ, Schlegel KE, Sahajwalla MC, Adams CC. Simulated Fewer-Angle SPECT/CT Imaging Protocol for Parathyroid Adenoma. J Nucl Med Technol 2024; 52:132-136. [PMID: 37963782 PMCID: PMC11149588 DOI: 10.2967/jnmt.122.264649] [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: 06/13/2023] [Revised: 10/04/2023] [Indexed: 11/16/2023] Open
Abstract
A new SPECT/CT protocol for parathyroid imaging detailing fewer image-angle acquisitions (fewer-angle SPECT/CT [FASpecT/CT]) was evaluated for identification of parathyroid adenoma. The motivation for validating this protocol was to be able to use it in the future to decrease patient imaging time in our clinic. Methods: This was a retrospective review of existing data performed as a simulated case control study evaluating 50 parathyroid SPECT/CT scans acquired using the standard 60-stop protocol and the tested 15-stop FASpecT protocol acquired using angular sampling software. Agreement on the final interpretations between imaging methods was evaluated using the McNemar test and the Cohen κ. Interrater reliability among the 3 readers was described for each method using the Fleiss κ interpreted as in the strength-of-agreement guidelines by Landis and Koch. Results: Of the 50 evaluated images, 45 (90%) had concordant final image interpretations between imaging methods. The sensitivity of FASpecT/CT relative to SPECT/CT was 17 of 19 (89.5%; 95% CI, 66.9%-98.7%), and the specificity was 28 of 31 (90.3%; 95% CI, 74.2%-98.0%). Additionally, there was statistically significant substantial agreement between protocols and among readers for each protocol. Conclusion: Adequate diagnostic-quality SPECT/CT images can be acquired using significantly fewer imaging stops given advances in camera quality and processing algorithms such as iterative reconstruction.
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Affiliation(s)
- Jennifer B Ficke
- Department of Radiology, Walter Reed National Military Medical Center, Bethesda, Maryland;
| | - Nora L Watson
- Department of Research Programs, Walter Reed National Military Medical Center, Bethesda, Maryland; and
| | - Derek J Stocker
- Department of Radiology, Walter Reed National Military Medical Center, Bethesda, Maryland
| | - Kevin E Schlegel
- Department of Radiology, Walter Reed National Military Medical Center, Bethesda, Maryland
| | - Maya C Sahajwalla
- Department of Radiology, Walter Reed National Military Medical Center, Bethesda, Maryland
| | - Chad C Adams
- Department of Radiology, Eisenhower Army Medical Center, Augusta, Georgia
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Park SB, Lim CH, Chun DI, Kim YJ, Kim TH, Park JM. The usefulness of quantitative 99mTc-HMPAO WBC SPECT/CT for predicting lower extremity amputation in diabetic foot infection. Sci Rep 2024; 14:9260. [PMID: 38649465 PMCID: PMC11035640 DOI: 10.1038/s41598-024-59764-3] [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: 02/01/2024] [Accepted: 04/15/2024] [Indexed: 04/25/2024] Open
Abstract
We investigated the usefulness of quantitative 99mTc-white blood cell (WBC) single photon emission computed tomography (SPECT)/computed tomography (CT) for predicting lower extremity amputation in diabetic foot infection (DFI). A total of 93 feet of 83 consecutive patients with DFI who underwent WBC SPECT/CT for treatment planning were retrospectively analysed. The clinical and SPECT/CT parameters were collected along with the measurements of the maximum standardized uptake value (SUVmax) at DFI. Statistical logistic regression analysis was performed to explore the predictors of LEA and receiver operating characteristic (ROC) curve was analysed to assess the predictive value of SPECT/CT. The independent predictors of amputation were previous amputation (OR 11.9), numbers of SPECT/CT lesions (OR 2.1), and SUVmax of DFI; either continuous SUVmax (1-increase) (OR 1.3) or categorical SUVmax > 1.1 (OR 21.6). However, the conventional SPECT/CT interpretation failed to predict amputation. In ROC analysis, the SUVmax yielded a fair predictor (area under the curve (AUC) 0.782) of amputation. The model developed from these independent predictors yielded an excellent performance for predicting amputation (AUC 0.873). Quantitative WBC SPECT/CT can provide new information useful for predicting the outcomes and guiding treatment for patients with DFI.
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Affiliation(s)
- Soo Bin Park
- Department of Nuclear Medicine, Soonchunhyang University Seoul Hospital, Soonchunhyang University College of Medicine, Seoul, Republic of Korea
| | - Chae Hong Lim
- Department of Nuclear Medicine, Soonchunhyang University Seoul Hospital, Soonchunhyang University College of Medicine, Seoul, Republic of Korea
| | - Dong-Il Chun
- Department of Orthopedic Surgery, Soonchunhyang University Seoul Hospital, Soonchunhyang University College of Medicine, Seoul, Republic of Korea
| | - Yong Jae Kim
- Department of Radiology, Soonchunhyang University Seoul Hospital, Soonchunhyang University College of Medicine, Seoul, Republic of Korea
| | - Tae Hyong Kim
- Division of Infectious Diseases, Department of Internal Medicine, Soonchunhyang University Seoul Hospital, Soonchunhyang University College of Medicine, Seoul, Republic of Korea
| | - Jung Mi Park
- Department of Nuclear Medicine, Soonchunhyang University Bucheon Hospital, Soonchunhyang University College of Medicine, Bucheon, Gyeonggi, Republic of Korea.
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Karssemakers LHE, Nolte JW, Rehmann C, Raijmakers PG, Becking AG. Diagnostic performance of SPECT-CT imaging in unilateral condylar hyperplasia. Int J Oral Maxillofac Surg 2023; 52:199-204. [PMID: 36008219 DOI: 10.1016/j.ijom.2022.08.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 07/15/2022] [Accepted: 08/01/2022] [Indexed: 01/11/2023]
Abstract
Nuclear imaging plays an important role in the diagnostic path of patients with unilateral condylar hyperplasia (UCH). The purpose of this study was to determine the performance of single-photon emission computed tomography-computed tomography (SPECT-CT) in a large group of patients with suspected UCH. This study prospectively included 156 patients with a clinical presentation of progressive mandibular asymmetry. All patients underwent 99 mTc-HDP SPECT-CT and extensive baseline and follow-up documentation. The relative activity of the ipsilateral condyle in relation to the contralateral condyle was calculated for both the mean and maximum count, and the diagnostic accuracy of different cut-off values was determined. The area under the receiver operating characteristic curve of the SPECT-CT scan was 0.892 for the mean count and 0.873 for the maximum count. The optimal cut-off of> 8% (SPECT-CT mean count) resulted in a sensitivity of 87.0% and a specificity of 88.6%. SPECT-CT showed good diagnostic performance in UCH; however the benefit of the CT scan is questionable and the potential disadvantages have to be weighed against the benefits when compared to standard SPECT scanning. When using SPECT-CT in the diagnostic path in UCH, a mean value cut-off of>8% for the relative activity between the condyles is most accurate.
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Affiliation(s)
- L H E Karssemakers
- Department of Oral and Maxillofacial Surgery, Amsterdam UMC/Emma Children's Hospital, and Academic Centre for Dentistry Amsterdam (ACTA), University of Amsterdam, Amsterdam, the Netherlands; Department of Head and Neck Surgery and Oncology, Netherlands Cancer Institute, Antoni Van Leeuwenhoek, Amsterdam, the Netherlands.
| | - J W Nolte
- Department of Oral and Maxillofacial Surgery, Amsterdam UMC/Emma Children's Hospital, and Academic Centre for Dentistry Amsterdam (ACTA), University of Amsterdam, Amsterdam, the Netherlands
| | - C Rehmann
- Department of Radiology and Nuclear Medicine, Spaarne Gasthuis, Haarlem, the Netherlands
| | - P G Raijmakers
- Department of Radiology, Nuclear Medicine, and PET Research, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, the Netherlands
| | - A G Becking
- Department of Oral and Maxillofacial Surgery, Amsterdam UMC/Emma Children's Hospital, and Academic Centre for Dentistry Amsterdam (ACTA), University of Amsterdam, Amsterdam, the Netherlands; Department of Oral and Maxillofacial Surgery, MKA Kennemer and Meer, Haarlem, the Netherlands
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Zainudin NA, Zulkifli N, Hamid K, Hashim H, Mansor S. Experimental evaluation of absolute quantification in 99m Tc-TRODAT-1 SPECT/CT brain dopamine transporter (DAT) studies. J Appl Clin Med Phys 2022; 23:e13723. [PMID: 35833589 PMCID: PMC9359040 DOI: 10.1002/acm2.13723] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 06/05/2022] [Accepted: 06/23/2022] [Indexed: 11/10/2022] Open
Abstract
Objective To evaluate the quantitative accuracy of clinical brain dopamine transporters (DAT) investigations utilizing 99mTc‐TRODAT‐1 single‐photon emission computed tomography (SPECT)/computed tomography (CT) in experimental and clinical settings. Materials and methods The study used an experimental phantom evaluation and a clinical dataset. Three‐dimensional‐ordered subsets expectation–maximization reconstructed the original and resampled datasets using attenuation correction, scatter correction, and resolution recovery. The reconstructed data were analyzed and reported as percentage difference, standardized uptake value reference (SUVr), and a coefficient of variation (CoV). The Taguchi method tested the impact of the three different parameters on signal‐to‐noise ratio (SNR) and SUVr, including number iteration, Poisson resampling, and phantom setup, with and without the plaster of Paris (POP). Six 99mTc‐TRODAT‐1 SPECT/CT scans were acquired in healthy subjects for verification purposes. Results The percentage activity difference between the phantom with and without POP is 20% and 5%, respectively. The SUVr reveals a 10% underestimate for both with and without POP. When it comes to the influence of Poisson resampling, the SUVr value for 75% Poisson resampling indicates 10% underestimation on both sides of the caudate and putamen area, with and without POP. When 25% of Poisson resampling is applied, the SUVr value is overestimated (±35%). In the Taguchi analysis, iteration numbers were the most dominant factor with the F‐value of 9.41 and the contribution rate of 52.66% (p < 0.05) for SNR. In comparison, F‐value of 9.1 for Poisson resampled with contribution rate of 58.91% (p < 0.05) for SUVr. Reducing counts by 25% from the original dataset resulted in a minimal bias in SUVr, compared to 50% and 75%. Conclusion The optimal absolute SPECT/CT quantification of brain DAT studies using 99mTc‐TRODAT‐1 appears achievable with at least 4i10s and SUVr as the surrogate parameter. In clinical investigations, it is possible to reduce the recommended administered dose by up to 25% while maintaining accurate measurement.
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Affiliation(s)
- Norasma Amira Zainudin
- Departmen of Biomedical Imaging, Advanced Medical and Dental Institute, Universiti Sains Malaysia, Kepala Batas, Penang, 13200, Malaysia
| | - Nadiah Zulkifli
- Departmen of Biomedical Imaging, Advanced Medical and Dental Institute, Universiti Sains Malaysia, Kepala Batas, Penang, 13200, Malaysia
| | - Khadijah Hamid
- Departmen of Biomedical Imaging, Advanced Medical and Dental Institute, Universiti Sains Malaysia, Kepala Batas, Penang, 13200, Malaysia.,Nuclear Medicine Unit, Advanced Medical and Dental Institute, Universiti Sains Malaysia, Kepala Batas, Penang, 13200, Malaysia
| | - Hazlin Hashim
- Departmen of Biomedical Imaging, Advanced Medical and Dental Institute, Universiti Sains Malaysia, Kepala Batas, Penang, 13200, Malaysia.,Nuclear Medicine Unit, Advanced Medical and Dental Institute, Universiti Sains Malaysia, Kepala Batas, Penang, 13200, Malaysia
| | - Syahir Mansor
- Departmen of Biomedical Imaging, Advanced Medical and Dental Institute, Universiti Sains Malaysia, Kepala Batas, Penang, 13200, Malaysia.,Nuclear Medicine Unit, Advanced Medical and Dental Institute, Universiti Sains Malaysia, Kepala Batas, Penang, 13200, Malaysia
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Williams JD, Kampmeier F, Badar A, Howland K, Cooper MS, Mullen GED, Blower PJ. Optimal His-Tag Design for Efficient [ 99mTc(CO) 3] + and [ 188Re(CO) 3] + Labeling of Proteins for Molecular Imaging and Radionuclide Therapy by Analysis of Peptide Arrays. Bioconjug Chem 2020; 32:1242-1254. [PMID: 33241692 DOI: 10.1021/acs.bioconjchem.0c00561] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Hexahistidine tags (His-tags), incorporated into recombinant proteins to facilitate purification using metal-affinity chromatography, are useful binding sites for radiolabeling with [99mTc(CO)3]+ and [188Re(CO)3]+ for molecular imaging and radionuclide therapy. Labeling efficiencies vary unpredictably, and the method is therefore not universally useful. To overcome this, we have made quantitative comparisons of radiolabeling of a bespoke Celluspots array library of 382 His-tag-containing peptide sequences with [99mTc(CO)3]+ and [188Re(CO)3]+ to identify key features that enhance labeling. A selected sequence with 10-fold enhanced labeling efficiency compared to the most effective literature-reported sequences was incorporated into an exemplar protein and compared biologically with non-optimized analogues, in vitro and in vivo. Optimal labeling with either [99mTc(CO)3]+ or [188Re(CO)3]+ required six consecutive His residues in the protein sequence, surrounded by several positively charged residues (Arg or Lys), and the presence of phosphate in the buffer. Cys or Met residues in the sequence were beneficial, to a lesser extent. Negatively charged residues were deleterious to labeling. His-tags with adjacent positively charged residues could be labeled as much as 40 times more efficiently than those with adjacent negatively charged residues. 31P NMR of [Re(CO)3(H2O)3]+ and electrophoresis of solutions of [99mTc(CO)3(H2O)3]+ suggest that phosphate bridges form between cationic residues and the cationic metal synthon during labeling. The trial optimized protein, a scFv targeted to the PSMA antigen expressed in prostate cancer, was readily labeled in >95% radiochemical yield, without the need for subsequent purification. Labeling occurred more quickly and to higher specific activity than comparable non-optimized proteins, while retaining specific binding to PSMA and prostate cancer in vivo. Thus, optimized His-tags greatly simplify radiolabeling of recombinant proteins making them potentially more widely and economically available for imaging and treating patients.
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Affiliation(s)
- Jennifer D Williams
- King's College London, School of Biomedical Engineering and Imaging Sciences, 4th Floor Lambeth Wing, St Thomas' Hospital, London SE1 7EH, United Kingdom
| | - Florian Kampmeier
- King's College London, School of Biomedical Engineering and Imaging Sciences, 4th Floor Lambeth Wing, St Thomas' Hospital, London SE1 7EH, United Kingdom
| | - Adam Badar
- King's College London, School of Biomedical Engineering and Imaging Sciences, 4th Floor Lambeth Wing, St Thomas' Hospital, London SE1 7EH, United Kingdom
| | - Kevin Howland
- Biomolecular Science Facility, University of Kent, Canterbury, CT2 7NJ, United Kingdom
| | - Margaret S Cooper
- King's College London, School of Biomedical Engineering and Imaging Sciences, 4th Floor Lambeth Wing, St Thomas' Hospital, London SE1 7EH, United Kingdom
| | - Gregory E D Mullen
- King's College London, School of Biomedical Engineering and Imaging Sciences, 4th Floor Lambeth Wing, St Thomas' Hospital, London SE1 7EH, United Kingdom
| | - Philip J Blower
- King's College London, School of Biomedical Engineering and Imaging Sciences, 4th Floor Lambeth Wing, St Thomas' Hospital, London SE1 7EH, United Kingdom
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Ng KS, Russo R, Gladman MA. Colonic transit in patients after anterior resection: prospective, comparative study using single-photon emission CT/CT scintigraphy. Br J Surg 2020; 107:567-579. [PMID: 32154585 DOI: 10.1002/bjs.11471] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Revised: 11/18/2019] [Accepted: 11/19/2019] [Indexed: 01/31/2023]
Abstract
BACKGROUND Bowel dysfunction after anterior resection is well documented, but its pathophysiology remains poorly understood. No study has assessed whether postoperative variation in colonic transit contributes to symptoms. This study measured colonic transit using planar scintigraphy and single-photon emission CT (SPECT)/CT in patients after anterior resection, stratified according to postoperative bowel function. METHODS Symptoms were assessed using the low anterior resection syndrome (LARS) score. Following gallium-67 ingestion, scintigraphy was performed at predefined time points. Nine regions of interest were defined, and geometric centre (GC), percentage isotope retained, GC velocity index and colonic half-clearance time (T½ ) determined. Transit parameters were compared between subgroups based on LARS score using receiver operating characteristic (ROC) curve analyses. RESULTS Fifty patients (37 men; median age 72·6 (range 44·4-87·7) years) underwent planar and SPECT scintigraphy. Overall, 17 patients had major and nine had minor LARS; 24 did not have LARS. There were significant differences in transit profiles between patients with major LARs and those without LARS: GCs were greater (median 5·94 (range 2·35-7·72) versus 4·30 (2·12-6·47) at 32 h; P = 0·015); the percentage retained isotope was lower (median 53·8 (range 6·5-100) versus 89·9 (38·4-100) per cent at 32 h; P = 0·002); GC velocity indices were greater (median 1·70 (range 1·18-1·92) versus 1·45 (0·98-1·80); P = 0·013); and T½ was shorter (median 38·3 (17·0-65·0) versus 57·0 (32·1-160·0) h; P = 0·003). Percentage tracer retained at 32 h best discriminated major LARS from no LARS (area under curve (AUC) 0·828). CONCLUSION Patients with major LARS had accelerated colonic transit compared with those without LARS, which may help explain postoperative bowel dysfunction in this group. The percentage tracer retained at 32 h had the greatest AUC value in discriminating such patients.
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Affiliation(s)
- K-S Ng
- Sydney Medical School, University of Sydney, Sydney, New South Wales, Australia
- Department of Nuclear Medicine, Specialist Colorectal and Pelvic Floor Centre, Sydney, New South Wales, Australia
| | - R Russo
- Department of Nuclear Medicine, Concord Hospital, Sydney, New South Wales, Australia
| | - M A Gladman
- Department of Nuclear Medicine, Specialist Colorectal and Pelvic Floor Centre, Sydney, New South Wales, Australia
- Adelaide Medical School, Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, South Australia, Australia
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Diagnostic Efficacy of Cardiac Scintigraphy with 99mTc-Pyrophosphate for Latent Myocardial Inflammation in Patients with Atrial Fibrillation. Cardiol Res Pract 2020; 2020:5983751. [PMID: 32211203 PMCID: PMC7057002 DOI: 10.1155/2020/5983751] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Revised: 01/28/2020] [Accepted: 01/30/2020] [Indexed: 11/17/2022] Open
Abstract
Objectives This work aimed to study the efficacy of hybrid 99mTc-Pyrophosphate SPECT/CT for diagnosis of latent inflammatory processes in the myocardium of patients with atrial fibrillation (AF). Methods The study comprised 34 patients aged 44 ± 9 years with AF of unknown etiology referred for radiofrequency ablation. The data were acquired using hybrid 99mTc-Pyrophosphate SPECT/CT. To evaluate and interpret the results of hybrid study and to determine localization of radiopharmaceutical accumulation, scintigraphic and CT images were fused. SPECT/CT results were compared with data of endomyocardial biopsy. Results Sensitivity, specificity, and accuracy of 99mTc-Pyrophosphate SPECT/CT in diagnosing myocarditis were 91%, 100%, and 94%, respectively. Proposed diagnostic criteria for myocarditis comprised intensity of the radiopharmaceutical accumulation in the myocardium and the ratios of focus/lung, focus/vertebral column, and focus/LV pool. Minimum cutoff values for the histologically verified myocarditis were >1.47 for focus/lung index, >0.11 for focus/vertebral column ratio, and >1.26 for focus/lung index. Conclusions SPECT/CT-based quantitative assessment of 99mTc-Pyrophosphate accumulation in the myocardium is a highly informative noninvasive method for diagnosis of inflammatory process in the heart in patients with AF of undefined etiology.
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Akhavan D, Alizadeh D, Wang D, Weist MR, Shepphird JK, Brown CE. CAR T cells for brain tumors: Lessons learned and road ahead. Immunol Rev 2019; 290:60-84. [PMID: 31355493 PMCID: PMC6771592 DOI: 10.1111/imr.12773] [Citation(s) in RCA: 148] [Impact Index Per Article: 24.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2019] [Accepted: 05/09/2019] [Indexed: 12/11/2022]
Abstract
Malignant brain tumors, including glioblastoma, represent some of the most difficult to treat of solid tumors. Nevertheless, recent progress in immunotherapy, across a broad range of tumor types, provides hope that immunological approaches will have the potential to improve outcomes for patients with brain tumors. Chimeric antigen receptors (CAR) T cells, a promising immunotherapeutic modality, utilizes the tumor targeting specificity of any antibody or receptor ligand to redirect the cytolytic potency of T cells. The remarkable clinical response rates of CD19-targeted CAR T cells and early clinical experiences in glioblastoma demonstrating safety and evidence for disease modifying activity support the potential of further advancements ultimately providing clinical benefit for patients. The brain, however, is an immune specialized organ presenting unique and specific challenges to immune-based therapies. Remaining barriers to be overcome for achieving effective CAR T cell therapy in the central nervous system (CNS) include tumor antigenic heterogeneity, an immune-suppressive microenvironment, unique properties of the CNS that limit T cell entry, and risks of immune-based toxicities in this highly sensitive organ. This review will summarize preclinical and clinical data for CAR T cell immunotherapy in glioblastoma and other malignant brain tumors, including present obstacles to advancement.
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Affiliation(s)
- David Akhavan
- Department of Radiation OncologyBeckman Research Institute of City of HopeDuarteCalifornia
| | - Darya Alizadeh
- Department of Hematology & Hematopoietic Cell TransplantationBeckman Research Institute of City of HopeDuarteCalifornia
- Department of Immuno‐OncologyBeckman Research Institute of City of HopeDuarteCalifornia
| | - Dongrui Wang
- Department of Hematology & Hematopoietic Cell TransplantationBeckman Research Institute of City of HopeDuarteCalifornia
- Department of Immuno‐OncologyBeckman Research Institute of City of HopeDuarteCalifornia
| | - Michael R. Weist
- Department of Immuno‐OncologyBeckman Research Institute of City of HopeDuarteCalifornia
- Department of Molecular Imaging and TherapyBeckman Research Institute of City of HopeDuarteCalifornia
| | - Jennifer K. Shepphird
- Department of Hematology & Hematopoietic Cell TransplantationBeckman Research Institute of City of HopeDuarteCalifornia
- Department of Immuno‐OncologyBeckman Research Institute of City of HopeDuarteCalifornia
| | - Christine E. Brown
- Department of Hematology & Hematopoietic Cell TransplantationBeckman Research Institute of City of HopeDuarteCalifornia
- Department of Immuno‐OncologyBeckman Research Institute of City of HopeDuarteCalifornia
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LeBlanc RA, Isaac A, Abele J, Biron VL, Côté DWJ, Hearn M, O'Connell DA, Seikaly H, Harris JR. Validation of a novel method for localization of parathyroid adenomas using SPECT/CT. J Otolaryngol Head Neck Surg 2018; 47:65. [PMID: 30367667 PMCID: PMC6203983 DOI: 10.1186/s40463-018-0307-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2018] [Accepted: 09/07/2018] [Indexed: 12/19/2022] Open
Abstract
Background Accurate localization of parathyroid adenomas is of critical importance in surgical planning for minimally invasive parathyroidectomy. SPECT/CT is considered the investigation of choice but has limitations regarding localization of superior versus inferior adenomas. We proposed a novel method for localization using SPECT/CT by determining the anterior-posterior relationship of the adenoma to a horizontal line in the coronal plane through the tracheoesophageal groove. Our objective was to determine the accuracy, validity, and inter-rater reliability of this method. Method This was a retrospective review of patients who underwent parathyroidectomy for a single adenoma between 2010-2017. SPECT/CT images were reviewed by two staff Otolaryngologists, a Radiologist, an Otolaryngology fellow and Otolaryngology resident. Results were compared using intra-operative report as the gold standard. Overall accuracy in determining superior/inferior and right/left adenomas was calculated, as well as Cohen's Kappa to determine agreement with operative report and inter-rater reliability. The performance was compared to that of the original radiology report. Results One hundred thirty patients met criteria and were included. Our method correctly identified the location of the adenoma in terms of both side and superior/inferior position in 80.4% [76 - 84%] of patients, which considerably outperformed the original radiology report at 48.5% [4-78%] accuracy. The agreement level between our method and operative report was high (Kappa=0.717 [0.691-0.743]), as was the inter-rater reliability (Kappa=0.706 [0.674-0.738]). Conclusion We report a novel method for localization of parathyroid adenomas using SPECT/CT which outperforms standard radiology reporting. This tool can be used by surgeons and radiologists to better inform and plan for minimally invasive parathyroidectomy.
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Affiliation(s)
- Rachelle A LeBlanc
- Division of Otolaryngology-Head and Neck Surgery, University of Alberta, 1E4 Walter Mackenzie Center, 8440 112 Street, Edmonton, AB, T6G 2B7, Canada
| | - Andre Isaac
- Division of Otolaryngology-Head and Neck Surgery, University of Alberta, 1E4 Walter Mackenzie Center, 8440 112 Street, Edmonton, AB, T6G 2B7, Canada
| | - Jonathan Abele
- Department of Radiology & Diagnostic Imaging, Royal Alexandra Hospital, 1046 Royal Alexandra Hospital - Diagnostic Treatment Center, 2J2.00 WC Mackenzie Health Sciences Centre, 8440 112 Street, Edmonton, AB, T6G 2R7, Canada
| | - Vincent L Biron
- Division of Otolaryngology-Head and Neck Surgery, University of Alberta, 1E4 Walter Mackenzie Center, 8440 112 Street, Edmonton, AB, T6G 2B7, Canada
| | - David W J Côté
- Division of Otolaryngology-Head and Neck Surgery, University of Alberta, 1E4 Walter Mackenzie Center, 8440 112 Street, Edmonton, AB, T6G 2B7, Canada
| | - Matthew Hearn
- Division of Otolaryngology-Head and Neck Surgery, University of Alberta, 1E4 Walter Mackenzie Center, 8440 112 Street, Edmonton, AB, T6G 2B7, Canada
| | - Daniel A O'Connell
- Division of Otolaryngology-Head and Neck Surgery, University of Alberta, 1E4 Walter Mackenzie Center, 8440 112 Street, Edmonton, AB, T6G 2B7, Canada
| | - Hadi Seikaly
- Division of Otolaryngology-Head and Neck Surgery, University of Alberta, 1E4 Walter Mackenzie Center, 8440 112 Street, Edmonton, AB, T6G 2B7, Canada
| | - Jeffrey R Harris
- Division of Otolaryngology-Head and Neck Surgery, University of Alberta, 1E4 Walter Mackenzie Center, 8440 112 Street, Edmonton, AB, T6G 2B7, Canada.
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12
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Weist MR, Starr R, Aguilar B, Chea J, Miles JK, Poku E, Gerdts E, Yang X, Priceman SJ, Forman SJ, Colcher D, Brown CE, Shively JE. PET of Adoptively Transferred Chimeric Antigen Receptor T Cells with 89Zr-Oxine. J Nucl Med 2018; 59:1531-1537. [PMID: 29728514 DOI: 10.2967/jnumed.117.206714] [Citation(s) in RCA: 102] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2017] [Accepted: 04/17/2018] [Indexed: 12/21/2022] Open
Abstract
Chimeric antigen receptor (CAR) T cell therapy is a promising clinical approach for reducing tumor progression and prolonging patient survival. However, improvements in both the safety and the potency of CAR T cell therapy demand quantitative imaging techniques to determine the distribution of cells after adoptive transfer. The purpose of this study was to optimize 89Zr-oxine labeling of CAR T cells and evaluate PET as a platform for imaging adoptively transferred CAR T cells. Methods: CAR T cells were labeled with 0-1.4 MBq of 89Zr-oxine per 106 cells and assessed for radioactivity retention, viability, and functionality. In vivo trafficking of 89Zr-oxine-labeled CAR T cells was evaluated in 2 murine xenograft tumor models: glioblastoma brain tumors with intracranially delivered IL13Rα2-targeted CAR T cells, and subcutaneous prostate tumors with intravenously delivered prostate stem cell antigen (PSCA)-targeted CAR T cells. Results: CAR T cells were efficiently labeled (75%) and retained more than 60% of the 89Zr over 6 d. In vitro cytokine production, migration, and tumor cytotoxicity, as well as in vivo antitumor activity, were not significantly reduced when labeled with 70 kBq/106 cells. IL13Rα2-CAR T cells delivered intraventricularly were detectable by PET for at least 6 d throughout the central nervous system and within intracranial tumors. When intravenously administered, PSCA-CAR T cells also showed tumor tropism, with a 9-fold greater tumor-to-muscle ratio than for CAR-negative T cells. Conclusion: 89Zr-oxine can be used for labeling and imaging CAR T cells while maintaining cell viability and function. On the basis of these studies, we conclude that 89Zr-oxine is a clinically translatable platform for real-time assessment of cell therapies.
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Affiliation(s)
- Michael R Weist
- Department of Molecular Immunology, Beckman Research Institute, City of Hope Medical Center, Duarte, California.,Irell and Manella Graduate School of Biological Sciences, City of Hope Medical Center, Duarte, California; and
| | - Renate Starr
- Department of Hematology, City of Hope Medical Center, Duarte, California
| | - Brenda Aguilar
- Department of Hematology, City of Hope Medical Center, Duarte, California
| | - Junie Chea
- Department of Molecular Immunology, Beckman Research Institute, City of Hope Medical Center, Duarte, California
| | - Joshua K Miles
- Department of Molecular Immunology, Beckman Research Institute, City of Hope Medical Center, Duarte, California
| | - Erasmus Poku
- Department of Molecular Immunology, Beckman Research Institute, City of Hope Medical Center, Duarte, California
| | - Ethan Gerdts
- Department of Hematology, City of Hope Medical Center, Duarte, California
| | - Xin Yang
- Department of Hematology, City of Hope Medical Center, Duarte, California
| | - Saul J Priceman
- Department of Hematology, City of Hope Medical Center, Duarte, California
| | - Stephen J Forman
- Department of Hematology, City of Hope Medical Center, Duarte, California
| | - David Colcher
- Department of Molecular Immunology, Beckman Research Institute, City of Hope Medical Center, Duarte, California
| | - Christine E Brown
- Department of Hematology, City of Hope Medical Center, Duarte, California
| | - John E Shively
- Department of Molecular Immunology, Beckman Research Institute, City of Hope Medical Center, Duarte, California
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13
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Matsutomo N, Yamamoto T, Sato E. [Influence of Scintillation Camera Uniformity on Artifact Generation: A Simulation Study]. Nihon Hoshasen Gijutsu Gakkai Zasshi 2018; 74:789-796. [PMID: 30122743 DOI: 10.6009/jjrt.2018_jsrt_74.8.789] [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] [Indexed: 06/08/2023]
Abstract
PURPOSE Non-uniformity of a scintillation camera can result in artifacts on planar, projection, and single-photon emission computed tomography (SPECT) images. The purpose of this study was to evaluate the effect of field uniformity on artifact generation. METHODS Using a simulation phantom, we investigated the relationship between non-uniformity of the image and artifacts on planar, projection, and SPECT images. All the non-uniformity images were generated by decreasing the photomultiplier tube sensitivity ranging from 0% to 10%. Quantitative analysis was performed using integral and differential uniformity. We also visually assessed artifact magnitude. RESULTS Integral and differential uniformity increased with decreasing the photomultiplier tube sensitivity and tended to be higher in SPECT images compared with planar and projection images. For visual assessment, mean scores in SPECT images were higher than in planar and projection images for artifact detection. CONCLUSIONS Our results indicated that decreasing field uniformity is expected to produce artifacts in planar and SPECT images. Also, SPECT images require very high-field uniformity.
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Affiliation(s)
- Norikazu Matsutomo
- Department of Medical Radiological Technology, Faculty of Health Sciences, Kyorin University
- Faculty of Health Sciences, Graduate School of Health Sciences, Kyorin University
| | - Tomoaki Yamamoto
- Department of Medical Radiological Technology, Faculty of Health Sciences, Kyorin University
- Faculty of Health Sciences, Graduate School of Health Sciences, Kyorin University
| | - Eisuke Sato
- Department of Medical Radiological Technology, Faculty of Health Sciences, Kyorin University
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14
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Bastiaannet R, Viergever MA, de Jong HWAM. Impact of respiratory motion and acquisition settings on SPECT liver dosimetry for radioembolization. Med Phys 2017; 44:5270-5279. [PMID: 28736826 DOI: 10.1002/mp.12483] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2017] [Revised: 05/29/2017] [Accepted: 07/11/2017] [Indexed: 12/22/2022] Open
Abstract
PURPOSE Respiratory motion may impose significant inaccuracies on emission activity estimation in quantitative SPECT. This effect may be a major issue in dosimetry as used in the management of liver radioembolization. The purpose of this study was to investigate the impact of respiratory motion on radioembolization liver dosimetry for different SPECT acquisition settings. METHODS In a series of SPECT/CT Monte Carlo simulations using several digital XCAT phantoms, the following parameters were varied: breathing/nonbreathing, liver tumor size (0.3-35 ml) and location, patient properties (body mass index ranging from underweight to obese; male and female), acquisition time (10-30 s/view), collimator setup (High Sensitivity, High Resolution, Ultra High Resolution) and tumor VOI. The effect of applying a respiratory gating scheme was examined as well. RESULTS Breathing decreased activity recovery and tumor/non-tumor (T/N) ratios on average from 90% to 66%. VOIs based on SPECT images instead of breath-hold CT improved T/N values significantly. The most accurate results were obtained using a gating scheme combined with SPECT-based VOIs. Scan duration, body mass index, sex, and location all had a minor effect. Lung shunt fraction estimations were relatively unaffected by any of the varied parameters. CONCLUSIONS Respiratory motion has a large effect on SPECT activity quantitation of liver tumors as used in radioembolization treatment planning and assessment. As compared with the other parameters that were varied in this study, respiration is the predominant degrading effect on image quantitation. Gating alleviates much of this detrimental effect.
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Affiliation(s)
- Remco Bastiaannet
- Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, 3508GA, The Netherlands
| | - Max A Viergever
- Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, 3508GA, The Netherlands
| | - Hugo W A M de Jong
- Radiology and Nuclear Medicine, University Medical Center Utrecht, Utrecht, 3508GA, The Netherlands
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15
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Padmanabhan P, Nedumaran AM, Mishra S, Pandarinathan G, Archunan G, Gulyás B. The Advents of Hybrid Imaging Modalities: A New Era in Neuroimaging Applications. ACTA ACUST UNITED AC 2017; 1:e1700019. [PMID: 32646180 DOI: 10.1002/adbi.201700019] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2017] [Revised: 03/30/2017] [Indexed: 01/29/2023]
Abstract
Hybrid Imaging modalities have shown great potential in medical imaging and diagnosis. A more comprehensive and targeted view of neurological disorders can be achieved by blending the anatomical and functional perspectives through hybridization. With consistently improving technologies, there have been many developments in fused imaging techniques over the past few decades. This article provides an overview of various bimodal and trimodal hybrid imaging techniques being developed and explored for neuroimaging applications. Recent advancements and potentials are discussed for single photon emission computed tomography-computed tomography (SPECT-CT), positron emission tomography-CT (PET-CT), PET-magnetic resonance imaging (PET-MRI), electroencephalography-functional magnetic resonance imaging (EEG-fMRI), magnetoencephalography-fMRI (MEG-fMRI), EEG-near-infrared spectroscopy (EEG-NIRS), magnetic resonance-PET-EEG (MR-PET-EEG) and MR-PET-CT in the perspective of neuroimaging. A comparison of these hybrid approaches is provided on a single platform to analyze their performance on the basis of several common factors essential for imaging and analyzing neurological disorders and in vivo molecular processes. This article also provides an overview of recently developed advanced imaging technologies that are being hybridized with other imaging modalities and being explored as potential techniques for neuroscience. Novel approaches and clinical applications of hybrid neuroimaging are anticipated with inclusion of new technologies, better sensing capabilities, multimodal probes, and improved hybridization.
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Affiliation(s)
- Parasuraman Padmanabhan
- Lee Kong Chian School of Medicine, Nanyang Technological University, 59 Nanyang Drive, 636921, Singapore
| | - Anu Maashaa Nedumaran
- Lee Kong Chian School of Medicine, Nanyang Technological University, 59 Nanyang Drive, 636921, Singapore.,Department of Biomedical Engineering, SRM University, SRM Nagar, Kattankulathur, Kanchipuram, Tamil Nadu, 603203, India
| | - Sachin Mishra
- Lee Kong Chian School of Medicine, Nanyang Technological University, 59 Nanyang Drive, 636921, Singapore
| | - Ganesh Pandarinathan
- Lee Kong Chian School of Medicine, Nanyang Technological University, 59 Nanyang Drive, 636921, Singapore.,Department of Biomedical Engineering, SRM University, SRM Nagar, Kattankulathur, Kanchipuram, Tamil Nadu, 603203, India
| | - Govindaraju Archunan
- Centre for Pheromone Technology, Department of Animal Science, Bharathidasan University, Tiruchirappalli, 620024, India
| | - Balázs Gulyás
- Lee Kong Chian School of Medicine, Nanyang Technological University, 59 Nanyang Drive, 636921, Singapore
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