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Kedves A, Akay M, Akay Y, Kisiván K, Glavák C, Miovecz Á, Schiffer Á, Kisander Z, Lőrincz A, Szőke A, Sánta B, Freihat O, Sipos D, Kovács Á, Lakosi F. Predictive value of magnetic resonance imaging diffusion parameters using artificial intelligence in low-and intermediate-risk prostate cancer patients treated with stereotactic ablative radiotherapy: A pilot study. Radiography (Lond) 2024; 30:986-994. [PMID: 38678978 DOI: 10.1016/j.radi.2024.03.015] [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: 09/12/2023] [Revised: 03/25/2024] [Accepted: 03/28/2024] [Indexed: 05/01/2024]
Abstract
INTRODUCTION To investigate the predictive value of the pre-treatment diffusion parameters of diffusion-weighted magnetic resonance imaging (DW-MRI) using artificial intelligence (AI) for prostate-specific antigen (PSA) response in patients with low- and intermediate-risk prostate cancer (PCa) treated with stereotactic ablative radiotherapy (SABR). METHODS Retrospective evaluation was performed for 30 patients using pre-treatment multi-parametric MR image datasets between 2017 and 2021. MR-based mean- and minimum apparent diffusion coefficients (ADCmean, ADCmin) were calculated for the intraprostatic dominant lesion. Therapeutic response was assessed using PSA levels. Predictive performance was assessed by the receiver operating characteristic (ROC) analysis. Statistics performed with a significance level of p ≤ 0.05. RESULTS No biochemical relapse was detected after a median follow-up of twenty-three months (range: 3-50), with a median PSA of 0.01 ng/ml (range: 0.006-2.8) at the last examination. Significant differences were observed between the pre-treatment ADCmean, ADCmin parameters, and the group averages of patients with low and high 1-year-PSA measurements (p < 0.0001, p < 0.0001). In prediction, the random forest (RF) model outperformed the decision tree (DT) and support vector machine (SVM) models by yielding area under the curves (AUC), with 0.722, 0.685, and 0.5, respectively. CONCLUSION Our findings suggest that pre-treatment MR diffusion data may predict therapeutic response using the novel approach of machine learning in PCa patients treated with SABR. IMPLICATIONS FOR PRACTICE Clinicians shall measure and implement the evaluation of the suggested parameters (ADCmin, ADCmean) to provide the most accurate therapy for the patient.
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Affiliation(s)
- A Kedves
- "Moritz Kaposi" Teaching Hospital, Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, Kaposvár, Hungary; Institute of Information and Electrical Technology, Faculty of Engineering and Information Technology, University of Pécs, Pécs, Hungary; Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary
| | - M Akay
- Department of Biomedical Engineering, University of Houston, Houston, TX, USA
| | - Y Akay
- Department of Biomedical Engineering, University of Houston, Houston, TX, USA
| | - K Kisiván
- "Moritz Kaposi" Teaching Hospital, Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, Kaposvár, Hungary
| | - C Glavák
- "Moritz Kaposi" Teaching Hospital, Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, Kaposvár, Hungary
| | - Á Miovecz
- "Moritz Kaposi" Teaching Hospital, Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, Kaposvár, Hungary; Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary
| | - Á Schiffer
- Institute of Information and Electrical Technology, Faculty of Engineering and Information Technology, University of Pécs, Pécs, Hungary
| | - Z Kisander
- Department of Electrical Networks, Faculty of Engineering and Information Technology, University of Pécs, Pécs, Hungary
| | - A Lőrincz
- Institute of Information and Electrical Technology, Faculty of Engineering and Information Technology, University of Pécs, Pécs, Hungary; Institute for Translational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - A Szőke
- 3D Printing and Visualization Centre, Medical School, University of Pécs, Pécs, Hungary
| | - B Sánta
- Röntgenpraxis Dr. Thomas Trieb, Innsbruck, Austria
| | - O Freihat
- College of Health Sciences, Abu Dhabi University, Abu Dhabi, UAE
| | - D Sipos
- "Moritz Kaposi" Teaching Hospital, Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, Kaposvár, Hungary; Institute of Diagnostics, Faculty of Health Sciences, University of Pécs, Pécs, Hungary
| | - Á Kovács
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary; Institute of Diagnostics, Faculty of Health Sciences, University of Pécs, Pécs, Hungary; Department of Oncoradiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - F Lakosi
- "Moritz Kaposi" Teaching Hospital, Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, Kaposvár, Hungary; Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary; Institute of Diagnostics, Faculty of Health Sciences, University of Pécs, Pécs, Hungary.
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Jayaprakasam VS, Ince S, Suman G, Nepal P, Hope TA, Paspulati RM, Fraum TJ. PET/MRI in colorectal and anal cancers: an update. Abdom Radiol (NY) 2023; 48:3558-3583. [PMID: 37062021 DOI: 10.1007/s00261-023-03897-y] [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: 02/06/2023] [Revised: 03/21/2023] [Accepted: 03/23/2023] [Indexed: 04/17/2023]
Abstract
Positron emission tomography (PET) in the era of personalized medicine has a unique role in the management of oncological patients and offers several advantages over standard anatomical imaging. However, the role of molecular imaging in lower GI malignancies has historically been limited due to suboptimal anatomical evaluation on the accompanying CT, as well as significant physiological 18F-flurodeoxyglucose (FDG) uptake in the bowel. In the last decade, technological advancements have made whole-body FDG-PET/MRI a feasible alternative to PET/CT and MRI for lower GI malignancies. PET/MRI combines the advantages of molecular imaging with excellent soft tissue contrast resolution. Hence, it constitutes a unique opportunity to improve the imaging of these cancers. FDG-PET/MRI has a potential role in initial diagnosis, assessment of local treatment response, and evaluation for metastatic disease. In this article, we review the recent literature on FDG-PET/MRI for colorectal and anal cancers; provide an example whole-body FDG-PET/MRI protocol; highlight potential interpretive pitfalls; and provide recommendations on particular clinical scenarios in which FDG-PET/MRI is likely to be most beneficial for these cancer types.
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Affiliation(s)
- Vetri Sudar Jayaprakasam
- Molecular Imaging and Therapy Service, Department of Radiology, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10065, USA.
| | - Semra Ince
- Department of Radiology, Washington University School of Medicine, Saint Louis, MO, USA
| | - Garima Suman
- Department of Radiology, Mayo Clinic, Rochester, MN, USA
| | - Pankaj Nepal
- Department of Radiology, Massachusetts General Hospital, Boston, MA, USA
| | - Thomas A Hope
- Department of Radiology & Biomedical Imaging, University of California, San Francisco, CA, USA
| | | | - Tyler J Fraum
- Department of Radiology, Washington University School of Medicine, Saint Louis, MO, USA
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Gao J, Xu S, Ju H, Pan Y, Zhang Y. The potential application of MR-derived ADCmin values from 68Ga-DOTATATE and 18F-FDG dual tracer PET/MR as replacements for FDG PET in assessment of grade and stage of pancreatic neuroendocrine tumors. EJNMMI Res 2023; 13:10. [PMID: 36752942 PMCID: PMC9908795 DOI: 10.1186/s13550-023-00960-z] [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: 12/15/2022] [Accepted: 01/30/2023] [Indexed: 02/09/2023] Open
Abstract
BACKGROUND To evaluate the utility of 68Ga-DOTATATE and 18F-FDG PET/MR for prediction of grade and stage of pancreatic neuroendocrine tumors (PNETs), and to examine the correlation between parameters obtained from FDG PET and diffusion-weighted imaging (DWI) MR parameters. METHODS A retrospective study using 68Ga-DOTATATE and 18F-FDG PET/MR imaging was performed between April 2020 and May 2022 on 46 individuals with histologically confirmed PNETs. Metabolic tumor volume (MTV), maximum standardized uptake value (FSUVmax), and tumor lesion glycolysis (TLG) for FDG; somatostatin receptor density (SRD), maximum standardized uptake value (GSUVmax), and total lesion somatostatin receptor density (TLSRD) for DOTATATE; and minimum and mean apparent diffusion coefficient (ADCmin and ADCmean) values for MRI, respectively. We performed Spearman's correlation analysis to examine the links between these variables and primary tumor stage and grading. RESULTS Higher PNET grading was associated with higher FSUVmax, MTV, and TLG values (P < 0.05). TLG, SRD, ADCmin, and ADCmean values were correlated with N staging, while SRD, MTV, ADCmin, TLG, and ADCmean were associated with M staging. Notably, ADCmin was a negative correlation between FSUVmax (r = - 0.52; P < 0.001), MTV (r = - 0.50; P < 0.001), and TLG (r = - 0.56; P < 0.001). CONCLUSIONS This study highlights significant correlative relationships between FDG PET-derived parameters and ADCmin. ADCmin may offer utility as a tool for PNET staging and grading in lieu of FDG PET. 68Ga-DOTATATE PET/MR alone may be a sufficient alternative to dual tracer PET/MR when conducting grading and staging of primary PNETs.
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Affiliation(s)
- Jing Gao
- grid.16821.3c0000 0004 0368 8293Department of Nuclear Medicine, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No. 197, Ruijin 2nd Road, Shanghai, 200025 China
| | - Si Xu
- grid.16821.3c0000 0004 0368 8293Department of Nuclear Medicine, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No. 197, Ruijin 2nd Road, Shanghai, 200025 China
| | - Huijun Ju
- grid.16821.3c0000 0004 0368 8293Department of Nuclear Medicine, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No. 197, Ruijin 2nd Road, Shanghai, 200025 China
| | - Yu Pan
- Department of Nuclear Medicine, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No. 197, Ruijin 2nd Road, Shanghai, 200025, China.
| | - Yifan Zhang
- Department of Nuclear Medicine, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, No. 197, Ruijin 2nd Road, Shanghai, 200025, China.
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Rooney S, Meyer J, Afzal Z, Ashcroft J, Cheow H, De Paepe KN, Powar M, Simillis C, Wheeler J, Davies J, Joshi H. The Role of Preoperative Imaging in the Detection of Lateral Lymph Node Metastases in Rectal Cancer: A Systematic Review and Diagnostic Test Meta-analysis. Dis Colon Rectum 2022; 65:1436-1446. [PMID: 36102825 DOI: 10.1097/dcr.0000000000002537] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
BACKGROUND Different techniques exist for the imaging of lateral lymph nodes in rectal cancer. OBJECTIVE This study aimed to compare the diagnostic accuracy of pelvic MRI, 18 F-FDG-PET/CT, and 18 F-FDG-PET/MRI for the identification of lateral lymph node metastases in rectal cancer. DATA SOURCES Data sources include PubMed, Embase, Cochrane Library, and Google Scholar. STUDY SELECTION All studies evaluating the diagnostic accuracy of pelvic MRI, 18 F-FDG-PET/CT, and 18 F-FDG-PET/MRI for the preoperative detection of lateral lymph node metastasis in patients with rectal cancer were selected. INTERVENTIONS The interventions were pelvic MRI, 18 F-FDG-PET/CT, and/or 18 F-FDG-PET/MRI. MAIN OUTCOME MEASURES Definitive histopathology was used as a criterion standard. RESULTS A total of 20 studies (1,827 patients) were included out of an initial search yielding 7,360 studies. The pooled sensitivity of pelvic MRI was 0.88 (95% CI, 0.85-0.91), of 18 F-FDG-PET/CT was 0.83 (95% CI, 0.80-0.86), and of 18 F-FDG-PET/MRI was 0.72 (95% CI, 0.51-0.87) for the detection of lateral lymph node metastasis. The pooled specificity of pelvic MRI was 0.85 (95% CI, 0.78-0.90), of 18 F-FDG-PET/CT was 0.95 (95% CI, 0.86-0.98), and of 18 F-FDG-PET/MRI was 0.90 (95% CI, 0.78-0.96). The area under the curve was 0.88 (95% CI, 0.85-0.91) for pelvic MRI and was 0.83 (95% CI, 0.80-0.86) for 18 F-FDG-PET/CT. LIMITATIONS Heterogeneity in terms of patients' populations, definitions of suspect lateral lymph nodes, and administration of neoadjuvant treatment. CONCLUSIONS For the preoperative identification of lateral lymph node metastasis in rectal cancer, this review found compelling evidence that pelvic MRI should constitute the imaging modality of choice. In contrast, to confirm the presence of lateral lymph node metastasis, 18 F-FDG-PET/MRI modalities allow discarding false positive cases because of increased specificity. PROSPERO REGISTRATION NUMBER CRD42020200319.
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Affiliation(s)
- Siobhan Rooney
- Department of Surgery, Cambridge Colorectal Unit, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Jeremy Meyer
- Department of Surgery, Cambridge Colorectal Unit, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
- Division of Digestive Surgery, University Hospitals of Geneva, Geneva, Switzerland
- Medical School, University of Geneva, Geneva, Switzerland
| | - Zeeshan Afzal
- Department of Surgery, Cambridge Colorectal Unit, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - James Ashcroft
- Department of Surgery, Cambridge Colorectal Unit, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Heok Cheow
- Department of Nuclear Medicine/Radiology, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Katja N De Paepe
- Department of Nuclear Medicine/Radiology, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Michael Powar
- Department of Surgery, Cambridge Colorectal Unit, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Constantinos Simillis
- Department of Surgery, Cambridge Colorectal Unit, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - James Wheeler
- Department of Surgery, Cambridge Colorectal Unit, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Justin Davies
- Department of Surgery, Cambridge Colorectal Unit, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
- Medical School, University of Cambridge, United Kingdom
| | - Heman Joshi
- Department of Surgery, Cambridge Colorectal Unit, Addenbrooke's Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
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Nashi IT, Morsy HA, Shalaby MH, Ali SA. Role of 18F-FDG PET/CT in assessment of HCC patients after therapeutic interventions compared to DW MRI. THE EGYPTIAN JOURNAL OF RADIOLOGY AND NUCLEAR MEDICINE 2022. [DOI: 10.1186/s43055-022-00867-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Hepatocellular carcinoma (HCC) is one of the most common causes of cancer-related deaths worldwide in both men and women. Early-stage HCCs are treated either by curative surgical resection and/or by locoregional interventions, such as radiofrequency ablation or trans-arterial chemoembolization. Functional imaging as diffusion-weighted magnetic resonance imaging (DW MRI) and metabolic imaging with 18F-positron emission tomography/computed tomography (18F-FDG PET/CT) has been used for assessment of treatment response. This retrospective study was conducted on 29 patients known to have HCC with locoregional therapeutic interventions and referred for radiological follow-up searching for residual/recurrence neoplasia or metastatic deposits. The study aimed to assess the benefits of using the metabolic parameters of 18F-FDG PET/CT in the follow-up of HCC patients after therapeutic interventions in comparison with DW MRI.
Results
Regarding qualitative assessment of residual active viable HCC by PET/CT and DW MRI, the sensitivity, specificity, PPV, NPP and accuracy were 77.3%, 91.7%, 94.4%, 68.8%, 82.4% and 95.5%, 75%, 87.5%, 90%, 88.2%, respectively. The optimal cutoff point of the SUVmax to differentiate viable from non-viable HCC was 3.4 (AUC = 0.898), with sensitivity, specificity, PPV and NPV of 77.27%, 100.0%, 100.0% and 66.7%, respectively. The optimal ADC cutoff value for discrimination between viable and non-viable HCC was 1247 mm2/s (AUC = 0.976) with sensitivity, specificity, PPV and NPV of 90.48%, 100.0%, 100.0% and 83.3%, respectively. New hepatic lesions were found in 38.2% of patients by DW MRI, while detected only in 26.5% of patients by PET/CT. The PET/CT revealed extrahepatic metastasis in 44.1% of patients, while detected only in 8.8% of patients by DW MRI.
Conclusions
DWI was more sensitive than PET/CT for detecting tumor residual and hepatic recurrence compared to PET/CT which was much better in detecting distant metastases.
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Hu S, Xing X, Liu J, Liu X, Li J, Jin W, Li S, Yan Y, Teng D, Liu B, Wang Y, Xu B, Du X. Correlation between apparent diffusion coefficient and tumor-stroma ratio in hybrid 18F-FDG PET/MRI: preliminary results of a rectal cancer cohort study. Quant Imaging Med Surg 2022; 12:4213-4225. [PMID: 35919050 PMCID: PMC9338373 DOI: 10.21037/qims-21-938] [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: 09/21/2021] [Accepted: 05/17/2022] [Indexed: 11/06/2022]
Abstract
Background To explore possible correlations between the tumor-stroma ratio (TSR) and different imaging features of fluorine-18-fluorodeoxyglucose positron emission tomography/magnetic resonance imaging (18F-FDG PET/MRI) in untreated rectal cancer patients. Methods A patients with rectal cancer were included in this study. All participants were examined preoperatively with whole-body 18F-FDG PET/MRI. Two pathologists evaluated the TSR of tumors together. Apparent diffusion coefficient (ADC) values and PET-related parameters of the primary lesions were measured and compared between the stroma-high and stroma-low groups. Pearson's correlation or Spearman's rank correlation were used to evaluate the correlation between the ADC values, PET-related parameters, and pathological indices. Results Our results showed that in the untreated rectal cancer patients, the ADC mean values correlated with the TSR (r=0.327; P=0.007), and stroma-high (low TSR) rectal cancer corresponded to relatively lower ADC mean values (813.54±88.68 vs. 879.92±133.18; P=0.018). The ADC mean and ADC minimum (ADCmin) values were found to be negatively correlated with the pathological T stages (r=-0.384, P=0.001; r=-0.416, P=0.001, respectively) as well as the largest tumor diameters (r=-0.340, P=0.005; r=-0.314, P=0.010, respectively) of rectal cancer. In addition, the pathological T stages correlated with all PET-related metabolic parameters, including mean standard uptake value (SUV), maximum SUV (SUVmax), metabolic tumor volume (MTV), and total lesion glycolysis (TLG) (r=0.338, P=0.006; r=0.350, P=0.004; r=0.326, P=0.007; and r=0.472, P<0.001, respectively). Our results also identified associations between the ADCmin values and SUVmean, SUVmax, and TLG (r=-0.335, P=0.006; r=-0.343, P=0.005; and r=-0.343, P=0.005, respectively). However, there were no statistical correlations between the PET/MRI parameters and the immunohistochemical (IHC) results. Conclusions This study indicated that the intratumoral heterogeneity measured by PET/MRI may reflect characteristics of the tumor microenvironment. Hence, PET/MRI parameters might be helpful in predicting tumor aggressiveness and prognosis.
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Affiliation(s)
- Shidong Hu
- Department of General Surgery, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Xiaowei Xing
- Department of Hernia and Abdominal Wall Surgery, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China
| | - Jiajin Liu
- Department of Nuclear Medicine, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Xi Liu
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education), Department of Radiology, Peking University Cancer Hospital and Institute, Beijing, China
| | - Jinhang Li
- Department of Pathology, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Wei Jin
- Department of Pathology, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Songyan Li
- Department of General Surgery, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Yang Yan
- Department of General Surgery, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Da Teng
- Department of General Surgery, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Boyan Liu
- Department of General Surgery, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Yufeng Wang
- Department of Hospital Management, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Baixuan Xu
- Department of Nuclear Medicine, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
| | - Xiaohui Du
- Department of General Surgery, The First Medical Center, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China
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Freihat O, Zoltán T, Pinter T, Kedves A, Sipos D, Repa I, Kovács Á, Zsolt C. Correlation between Tissue Cellularity and Metabolism Represented by Diffusion-Weighted Imaging (DWI) and 18F-FDG PET/MRI in Head and Neck Cancer (HNC). Cancers (Basel) 2022; 14:cancers14030847. [PMID: 35159115 PMCID: PMC8833888 DOI: 10.3390/cancers14030847] [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: 01/17/2022] [Revised: 02/02/2022] [Accepted: 02/04/2022] [Indexed: 01/02/2023] Open
Abstract
Simple Summary We report on the correlation between the diffusion-weighted imaging (DWI) and the metabolic volume parameters derived from a PET scan, to determine the correlation between these parameters and the tumor cellularity in head and neck primary tumors. Our findings implied that there was no correlation between the information derived from the DWI and the information derived from the FDG metabolic parameters. Thus, both imaging techniques might play a complementary role in HNC diagnosis and assessment. This is significant because the treatment plan of patients with HNC should be well evaluated by using all the available diagnosis techniques, for a better understanding of how the tumor will react. Abstract Background: This study aimed to assess the association of 18F-Fluorodeoxyglucose positron-emission-tomography (18F-FDG/PET) and DWI imaging parameters from a primary tumor and their correlations with clinicopathological factors. Methods: We retrospectively analyzed primary tumors in 71 patients with proven HNC. Primary tumor radiological parameters: DWI and FDG, as well as pathological characteristics were analyzed. Spearman correlation coefficient was used to assess the correlation between DWI and FDG parameters, ANOVA or Kruskal–Wallis, independent sample t-test, Mann–Whitney test, and multiple regression were performed on the clinicopathological features that may affect the 18F- FDG and apparent-diffusion coefficient (ADC) of the tumor. Results: No significant correlations were observed between DWI and any of the 18F-FDG parameters (p > 0.05). SUVmax correlated with N-stages (p = 0.023), TLG and MTV correlated with T-stages (p = 0.006 and p = 0.001), and ADC correlated with tumor grades (p = 0.05). SUVmax was able to differentiate between N+ and N− groups (p = 0.004). Conclusions: Our results revealed a non-significant correlation between the FDG-PET and ADC-MR parameters. FDG-PET-based glucose metabolic and DWI-MR-derived cellularity data may represent different biological aspects of HNC.
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Affiliation(s)
- Omar Freihat
- Department of Medical Imaging, Faculty of Health Sciences, University of Pécs, 7621 Pécs, Hungary;
- Correspondence: (O.F.); (Á.K.); Tel.: +36-52-411-600 (Á.K.)
| | - Tóth Zoltán
- Doctoral School of Health Sciences, University of Pécs, 7621 Pécs, Hungary; (T.Z.); (A.K.); (I.R.); (C.Z.)
- MEDICOPUS Healthcare Provider and Public Nonprofit Ltd., Somogy County Moritz Kaposi Teaching Hospital, 7400 Kaposvár, Hungary
| | - Tamas Pinter
- Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, “Moritz Kaposi” Teaching Hospital, 7400 Kaposvár, Hungary;
| | - András Kedves
- Doctoral School of Health Sciences, University of Pécs, 7621 Pécs, Hungary; (T.Z.); (A.K.); (I.R.); (C.Z.)
- Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, “Moritz Kaposi” Teaching Hospital, 7400 Kaposvár, Hungary;
- Institute of Information Technology and Electrical Technology, Faculty of Engineering and Information Technology, University of Pécs, 7621 Pécs, Hungary
| | - Dávid Sipos
- Department of Medical Imaging, Faculty of Health Sciences, University of Pécs, 7621 Pécs, Hungary;
- Doctoral School of Health Sciences, University of Pécs, 7621 Pécs, Hungary; (T.Z.); (A.K.); (I.R.); (C.Z.)
- Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, “Moritz Kaposi” Teaching Hospital, 7400 Kaposvár, Hungary;
| | - Imre Repa
- Doctoral School of Health Sciences, University of Pécs, 7621 Pécs, Hungary; (T.Z.); (A.K.); (I.R.); (C.Z.)
- Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, “Moritz Kaposi” Teaching Hospital, 7400 Kaposvár, Hungary;
| | - Árpád Kovács
- Department of Medical Imaging, Faculty of Health Sciences, University of Pécs, 7621 Pécs, Hungary;
- Doctoral School of Health Sciences, University of Pécs, 7621 Pécs, Hungary; (T.Z.); (A.K.); (I.R.); (C.Z.)
- Department of Oncoradiology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary
- Correspondence: (O.F.); (Á.K.); Tel.: +36-52-411-600 (Á.K.)
| | - Cselik Zsolt
- Doctoral School of Health Sciences, University of Pécs, 7621 Pécs, Hungary; (T.Z.); (A.K.); (I.R.); (C.Z.)
- Csolnoky Ferenc County Hospital, 8200 Veszprém, Hungary
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Crimì F, Valeggia S, Baffoni L, Stramare R, Lacognata C, Spolverato G, Albertoni L, Spimpolo A, Evangelista L, Zucchetta P, Cecchin D, Pucciarelli S. [18F]FDG PET/MRI in rectal cancer. Ann Nucl Med 2021; 35:281-290. [PMID: 33517562 PMCID: PMC7902586 DOI: 10.1007/s12149-021-01580-0] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 01/05/2021] [Indexed: 02/06/2023]
Abstract
We conducted a systematic literature review on the use of [18F]FDG PET/MRI for staging/restaging rectal cancer patients with PubMed, Scopus, and Web of Science, based on the PRISMA criteria. Three authors screened all titles and abstracts and examined the full texts of all the identified relevant articles. Studies containing aggregated or duplicated data, review articles, case reports, editorials, and letters were excluded. Ten reports met the inclusion criteria. Four studies examined T staging and one focused on local recurrences after surgery; the reported sensitivity (94-100%), specificity (73-94%), and accuracy (92-100%) varied only slightly from one study to another. The sensitivity, specificity, and accuracy of [18F]FDG PET/MRI for N staging were 90-93%, 92-94%, and 42-92%. [18F]FDG PET/MRI detected malignant nodes better than MRI, resulting in treatment change. For M staging, [18F]FDG PET/MRI outperformed [18F]FDG PET/CT and CT in detecting liver metastases, whereas it performed worse for lung metastases. The results of this review suggest that [18F]FDG PET/MRI should be used for rectal cancer restaging after chemoradiotherapy and to select patients for rectum-sparing approaches thanks to its accuracy in T and N staging. For M staging, it should be associated at least with a chest CT scan to rule out lung metastases.
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Affiliation(s)
- Filippo Crimì
- Department of Medicine DIMED, Institute of Radiology, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Silvia Valeggia
- Department of Medicine DIMED, Institute of Radiology, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Luca Baffoni
- Department of Medicine DIMED, Institute of Radiology, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Roberto Stramare
- Department of Medicine DIMED, Institute of Radiology, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Carmelo Lacognata
- Radiology Unit, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Gaya Spolverato
- Department of Surgical, Oncological and Gastroenterological Sciences DiSCOG, 1st Surgical Clinic, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Laura Albertoni
- Department of Medicine DIMED, Surgical Pathology and Cytopathology Unit, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Alessandro Spimpolo
- Department of Medicine DIMED, Nuclear Medicine Unit, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy.
| | - Laura Evangelista
- Department of Medicine DIMED, Nuclear Medicine Unit, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Pietro Zucchetta
- Department of Medicine DIMED, Nuclear Medicine Unit, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Diego Cecchin
- Department of Medicine DIMED, Nuclear Medicine Unit, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
| | - Salvatore Pucciarelli
- Department of Surgical, Oncological and Gastroenterological Sciences DiSCOG, 1st Surgical Clinic, Padova University Hospital, Via Nicolò Giustiniani 2, 35128, Padova, Italy
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9
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Freihat O, Tóth Z, Pintér T, Kedves A, Sipos D, Cselik Z, Lippai N, Repa I, Kovács Á. Pre-treatment PET/MRI based FDG and DWI imaging parameters for predicting HPV status and tumor response to chemoradiotherapy in primary oropharyngeal squamous cell carcinoma (OPSCC). Oral Oncol 2021; 116:105239. [PMID: 33640578 DOI: 10.1016/j.oraloncology.2021.105239] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 02/09/2021] [Accepted: 02/13/2021] [Indexed: 02/07/2023]
Abstract
OBJECTIVES To determine the feasibility of pre-treatment primary tumor FDG-PET and DWI-MR imaging parameters in predicting HPV status and the second aim was to assess the feasibility of those imaging parameters to predict response to therapy. MATERIAL AND METHODS We retrospectively analyzed primary tumors in 33 patients with proven OPSCC. PET/MRI was performed before and 6 months after chemo-radiotherapy for assessing treatment response. PET Standardized uptake value (SUVmax), total lesion glycolysis (TLG), metabolic tumor volume (MTV), and apparent diffusion coefficient (ADC) from pre-treatment measurements were assessed and compared to the clinicopathological characteristics (T stages, N stages, tumor grades, HPV and post-treatment follow up). HPV was correlated to the clinicopathological characteristics. RESULTS ADCmean was significantly lower in patients with HPV+ve than HPV-ev, (P = 0.001), cut off value of (800 ± 0.44*10-3mm2/s) with 76.9% sensitivity, and 72.2% specificity is able to differentiate between the two groups. No significant differences were found between FDG parameters (SUVmax, TLG, and MTV), and HPV status, (P = 0.873, P = 0.958, and P = 0.817), respectively. Comparison between CR and NCR groups; ADCmean, TLG, and MTV were predictive parameters of treatment response, (P = 0.017, P = 0.013, and P = 0.014), respectively. HPV+ve group shows a higher probability of lymph nodes involvement, (P = 0.006) CONCLUSION: Our study found that pretreatment ADC of the primary tumor can predict HPV status and treatment response. On the other hand, metabolic PET parameters (TLG, and MTV) were able to predict primary tumor response to therapy.
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Affiliation(s)
- Omar Freihat
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary.
| | - Zoltán Tóth
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary; Medicopus Healthcare Provider and Public Nonprofit Ltd., Somogy County Mór Kaposi Teaching Hospital, Kaposvár, Hungary
| | - Tamás Pintér
- KMOK Hospital, Dr. József Baka Diagnostic Center, Radiation Oncology, Hungary; Medicopus Healthcare Provider and Public Nonprofit Ltd., Somogy County Mór Kaposi Teaching Hospital, Kaposvár, Hungary
| | - András Kedves
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary; KMOK Hospital, Dr. József Baka Diagnostic Center, Radiation Oncology, Hungary; University of Pecs, Faculty of Health Sciences, Department of Diagnostics, Hungary
| | - Dávid Sipos
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary; KMOK Hospital, Dr. József Baka Diagnostic Center, Radiation Oncology, Hungary; University of Pecs, Faculty of Health Sciences, Department of Diagnostics, Hungary
| | - Zsolt Cselik
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary; Csolnoky Ferenc County Hospital, Veszprém, Hungary
| | | | - Imre Repa
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary; KMOK Hospital, Dr. József Baka Diagnostic Center, Radiation Oncology, Hungary; Medicopus Healthcare Provider and Public Nonprofit Ltd., Somogy County Mór Kaposi Teaching Hospital, Kaposvár, Hungary
| | - Árpád Kovács
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary; University of Pecs, Faculty of Health Sciences, Department of Diagnostics, Hungary; Department of Oncoradiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
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10
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Rutegård MK, Båtsman M, Blomqvist L, Rutegård M, Axelsson J, Ljuslinder I, Rutegård J, Palmqvist R, Brännström F, Brynolfsson P, Riklund K. Rectal cancer: a methodological approach to matching PET/MRI to histopathology. Cancer Imaging 2020; 20:80. [PMID: 33129352 PMCID: PMC7603757 DOI: 10.1186/s40644-020-00347-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2020] [Accepted: 09/17/2020] [Indexed: 12/18/2022] Open
Abstract
Purpose To enable the evaluation of locoregional disease in the on-going RECTOPET (REctal Cancer Trial on PET/MRI/CT) study; a methodology to match mesorectal imaging findings to histopathology is presented, along with initial observations. Methods FDG-PET/MRI examinations were performed in twenty-four consecutively included patients with rectal adenocarcinoma. In nine patients, of whom five received neoadjuvant treatment, a postoperative MRI of the surgical specimen was performed. The pathological cut-out was performed according to clinical routine with the addition of photo documentation of each slice of the surgical specimen, meticulously marking the location, size, and type of pathology of each mesorectal finding. This allowed matching individual nodal structures from preoperative MRI, via the specimen MRI, to histopathology. Results Preoperative MRI identified 197 mesorectal nodal structures, of which 92 (47%) could be anatomically matched to histopathology. Of the matched nodal structures identified in both MRI and histopathology, 25% were found to be malignant. These malignant structures consisted of lymph nodes (43%), tumour deposits (48%), and extramural venous invasion (9%). One hundred eleven nodal structures (55%) could not be matched anatomically. Of these, 97 (87%) were benign lymph nodes, and 14 (13%) were malignant nodal structures. Five were malignant lymph nodes, and nine were tumour deposits, all of which had a short axis diameter < 5 mm. Conclusions We designed a method able to anatomically match and study the characteristics of individual mesorectal nodal structures, enabling further research on the impact of each imaging modality. Initial observations suggest that small malignant nodal structures assessed as lymph nodes in MRI often comprise other forms of mesorectal tumour spread. Trial registration Clinical Trials Identifier:NCT03846882.
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Affiliation(s)
- Miriam K Rutegård
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, Umeå, Sweden.
| | - Malin Båtsman
- Department of Medical Biosciences, Pathology, Umeå University, Umeå, Sweden
| | - Lennart Blomqvist
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, Umeå, Sweden.,Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Martin Rutegård
- Department of Surgical and Perioperative Sciences, Surgery, Umeå University, Umeå, Sweden.,Wallenberg Centre for Molecular Medicine, Umeå University, Umeå, Sweden
| | - Jan Axelsson
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, Umeå, Sweden
| | - Ingrid Ljuslinder
- Department of Radiation Sciences, Oncology, Umeå University, Umeå, Sweden
| | - Jörgen Rutegård
- Department of Radiation Sciences, Oncology, Umeå University, Umeå, Sweden
| | - Richard Palmqvist
- Department of Medical Biosciences, Pathology, Umeå University, Umeå, Sweden
| | - Fredrik Brännström
- Department of Surgical and Perioperative Sciences, Surgery, Umeå University, Umeå, Sweden
| | - Patrik Brynolfsson
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, Umeå, Sweden
| | - Katrine Riklund
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, Umeå, Sweden
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11
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Kedves A, Tóth Z, Emri M, Fábián K, Sipos D, Freihat O, Tollár J, Cselik Z, Lakosi F, Bajzik G, Repa I, Kovács Á. Predictive Value of Diffusion, Glucose Metabolism Parameters of PET/MR in Patients With Head and Neck Squamous Cell Carcinoma Treated With Chemoradiotherapy. Front Oncol 2020; 10:1484. [PMID: 32983984 PMCID: PMC7492555 DOI: 10.3389/fonc.2020.01484] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2020] [Accepted: 07/13/2020] [Indexed: 12/15/2022] Open
Abstract
Purpose: This study aims to evaluate the predictive value of the pretreatment, metabolic, and diffusion parameters of a primary tumor assessed with PET/MR on patient clinical outcomes. Methods: Retrospective evaluation was performed using PET/MR image data sets acquired using the single tracer injection dual imaging of 68 histologically proven head and neck cancer patients 4 weeks before receiving definitive chemoradiotherapy (CRT). PET/MR was performed before the CRT and 12 weeks after the CRT for response evaluation. Image data (PET and MRI diffusion-weighted imaging [DWI]) was used to specify the maximum standard uptake value, the peak lean body mass corrected, SUVmax, the metabolic tumor volume, the total lesion glycolysis (SUVmax, SULpeak, MTV, and TLG), and the mean apparent diffusion coefficient (ADCmean) of the primary tumor. Based on the results of the therapeutic response evaluation, two patient subgroups were created: one with a viable tumor and another without. Metabolic and diffusion data, from the pretreatment PET/MR and the therapeutic response, were correlated using Spearman's correlation coefficient and Wilcoxon's test. Results: After completing the CRT, a viable residual tumor was detected in 36/68 (53%) cases, and 32/68 (47%) patients showed complete remission. However, no significant correlation was found between the pretreatment parameter, ADCmean (p = 0.88), and the therapeutic success. The PET parameters, SUVmax and SULpeak, MTV, and TLG (p = 0.032, p = 0.01, p < 0.0001, p = 0.0004) were statistically significantly different between the two patient subgroups. Conclusion: This study found that MRI-based (ADCmean) data from FDG PET/MR pretreatment could not be used to predict therapeutic response although the PET parameters SUVmax, SULpeak, MTV, and TLG proved to be more useful; thus, their inclusion in risk stratification may also be of additional value.
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Affiliation(s)
- András Kedves
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary.,Department of Medical Imaging, Faculty of Health Sciences, University of Pécs, Pécs, Hungary.,Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, "Moritz Kaposi" Teaching Hospital, Kaposvár, Hungary
| | - Zoltán Tóth
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary.,MEDICOPUS Healthcare Provider and Public Nonprofit Ltd., Somogy County Moritz Kaposi Teaching Hospital, Kaposvár, Hungary
| | - Miklós Emri
- Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, "Moritz Kaposi" Teaching Hospital, Kaposvár, Hungary.,Department of Medical Imaging, Faculty of Health Sciences, University of Debrecen, Debrecen, Hungary
| | - Krisztián Fábián
- Department of Medical Imaging, Faculty of Health Sciences, University of Pécs, Pécs, Hungary
| | - Dávid Sipos
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary.,Department of Medical Imaging, Faculty of Health Sciences, University of Pécs, Pécs, Hungary.,Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, "Moritz Kaposi" Teaching Hospital, Kaposvár, Hungary
| | - Omar Freihat
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary
| | - József Tollár
- Department of Medical Imaging, Faculty of Health Sciences, University of Pécs, Pécs, Hungary.,Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, "Moritz Kaposi" Teaching Hospital, Kaposvár, Hungary
| | - Zsolt Cselik
- Oncoradiology, Csolnoky Ferenc County Hospital, Veszprém, Hungary
| | - Ferenc Lakosi
- Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, "Moritz Kaposi" Teaching Hospital, Kaposvár, Hungary
| | - Gábor Bajzik
- Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, "Moritz Kaposi" Teaching Hospital, Kaposvár, Hungary
| | - Imre Repa
- Dr. József Baka Diagnostic, Radiation Oncology, Research and Teaching Center, "Moritz Kaposi" Teaching Hospital, Kaposvár, Hungary
| | - Árpád Kovács
- Doctoral School of Health Sciences, University of Pécs, Pécs, Hungary.,Department of Medical Imaging, Faculty of Health Sciences, University of Pécs, Pécs, Hungary.,Department of Oncoradiology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
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12
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Amorim BJ, Torrado-Carvajal A, Esfahani SA, Marcos SS, Vangel M, Stein D, Groshar D, Catalano OA. PET/MRI Radiomics in Rectal Cancer: a Pilot Study on the Correlation Between PET- and MRI-Derived Image Features with a Clinical Interpretation. Mol Imaging Biol 2020; 22:1438-1445. [PMID: 32270337 DOI: 10.1007/s11307-020-01484-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
PURPOSE The aim of this study was to explore possible correlations among different imaging features from 2-deoxy-2-[18F]fluoro-D-Glucose positron emission tomography/magnetic resonance imaging (PET/MRI) in rectal cancer (RC). PROCEDURES RC patients who underwent PET/MRI were enrolled. A region of interest (ROI) was drawn around each primary RC on PET/MRI images (PET, pelvic axial T2w, and apparent diffusion coefficient maps (ADC)). Multiple imaging features were assessed, and Pearson's correlation was used to explore possible correlations among them. RESULTS A total of 13 patients were included, mean age 56.1 years old, 6 females. A strong inverse correlation was observed between SUVpeak and ADCmean values, MTV and T2 sphericity, MTV and ADC sphericity, MTV and T2 entropy, and TLG and ADC sphericity. There was also strong direct correlation between PET entropy and ADC sphericity. CONCLUSIONS In conclusion, several clinically relevant correlations were observed between PET and MRI imaging features. These findings show how the use of both modalities provides complementary information.
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Affiliation(s)
- Barbara Juarez Amorim
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, White 270, Boston, MA, 02114, USA.,Athinoula A Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.,Division of Nuclear Medicine, State University of Campinas (UNICAMP), Campinas, Brazil
| | - Angel Torrado-Carvajal
- Athinoula A Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.,Medical Image Analysis and Biometry Laboratory, Universidad Rey Juan Carlos, Madrid, Spain
| | - Shadi A Esfahani
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, White 270, Boston, MA, 02114, USA
| | - Sara S Marcos
- Division of Nuclear Medicine, Puerta de Hierro, University Hospital, Madrid, Spain
| | - Mark Vangel
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, White 270, Boston, MA, 02114, USA.,Athinoula A Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.,Biostatistics Center, Massachusetts General Hospital, Harvard Medical School, Boston, USA
| | - Dan Stein
- Department of Nuclear Medicine, Assuta Medical Centers, Tel Aviv, and Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - David Groshar
- Department of Nuclear Medicine, Assuta Medical Centers, Tel Aviv, and Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Onofrio A Catalano
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, White 270, Boston, MA, 02114, USA. .,Athinoula A Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA. .,Department of Radiology, University of Naples "Parthenope", Naples, Italy.
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13
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Kalisz KR, Enzerra MD, Paspulati RM. MRI Evaluation of the Response of Rectal Cancer to Neoadjuvant Chemoradiation Therapy. Radiographics 2020; 39:538-556. [PMID: 30844347 DOI: 10.1148/rg.2019180075] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
MRI plays a critical role in the staging and restaging of rectal cancer. Although newly diagnosed early-stage rectal cancers may immediately be amenable to surgical resection, patients with advanced disease first undergo neoadjuvant therapy that consists of a combination of chemotherapy and radiation therapy. Evaluation of rectal cancer after neoadjuvant therapy is best performed with MRI, given its superior soft-tissue contrast and its ability to allow multiplanar imaging and functional evaluation. In this setting, MRI allows accurate evaluation of primary tumor staging, which is determined on the basis of the depth of invasion within and through the rectal wall and the involvement of adjacent organs. MRI can also be used to evaluate posttreatment morphologic components within the tumors, including fibrosis and mucinous changes that have been shown to correlate with the response to treatment. Additional features such as the circumferential resection margin and extramural vascular invasion-factors shown to affect prognosis and local recurrence-are also assessed before and after therapy. Functional assessment with diffusion-weighted MRI and perfusion MRI plays a role in predicting tumor aggressiveness and the likelihood of response to treatment, as well as the extent of residual tumor after therapy. Lymph node staging is also performed at MRI, with assessment of not only lymph node size but also the internal architecture and signal intensity characteristics. ©RSNA, 2019 See discussion on this article by Wasnik and Al-Hawary .
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Affiliation(s)
- Kevin R Kalisz
- From the Department of Radiology, University Hospitals Cleveland Medical Center, 11100 Euclid Ave, Cleveland, OH 44106
| | - Michael D Enzerra
- From the Department of Radiology, University Hospitals Cleveland Medical Center, 11100 Euclid Ave, Cleveland, OH 44106
| | - Raj M Paspulati
- From the Department of Radiology, University Hospitals Cleveland Medical Center, 11100 Euclid Ave, Cleveland, OH 44106
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14
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Hope TA, Kassam Z, Loening A, McNamara MM, Paspulati R. The use of PET/MRI for imaging rectal cancer. Abdom Radiol (NY) 2019; 44:3559-3568. [PMID: 31201431 DOI: 10.1007/s00261-019-02089-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Combined PET/MRI is a proposed imaging modality for rectal cancer, leveraging the advantages of MRI and 18F-fluorodeoxyglucose PET. Rectal cancer PET/MRI protocols typically include dedicated pelvis bed positions utilizing small field-of-view T2-weighted imaging. For staging of the primary tumor, PET/MRI can help delineate the extent of tumor better as well as the extent of tumor beyond the muscularis propria. PET uptake may help characterize small lymph nodes, and the use of hepatobiliary phase imaging can improve the detection of small hepatic metastases. The most beneficial aspect of PET/MRI may be in treatment response, although current data are limited on how to combine PET and MRI data in this setting. Limitations of PET/MRI include the inability to detect small pulmonary nodules and issues related to attenuation correction, although the development of new attenuation correction techniques may address this issue. Overall PET/MRI can improve the staging of rectal cancer, although this potential has yet to be fulfilled.
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15
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Rutegård MK, Båtsman M, Axelsson J, Brynolfsson P, Brännström F, Rutegård J, Ljuslinder I, Blomqvist L, Palmqvist R, Rutegård M, Riklund K. PET/MRI and PET/CT hybrid imaging of rectal cancer - description and initial observations from the RECTOPET (REctal Cancer trial on PET/MRI/CT) study. Cancer Imaging 2019; 19:52. [PMID: 31337428 PMCID: PMC6651930 DOI: 10.1186/s40644-019-0237-1] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2019] [Accepted: 07/09/2019] [Indexed: 12/24/2022] Open
Abstract
Purpose The role of hybrid imaging using 18F-fluoro-2-deoxy-D-glucose positron-emission tomography (FDG-PET), computed tomography (CT) and magnetic resonance imaging (MRI) to improve preoperative evaluation of rectal cancer is largely unknown. To investigate this, the RECTOPET (REctal Cancer Trial on PET/MRI/CT) study has been launched with the aim to assess staging and restaging of primary rectal cancer. This report presents the study workflow and the initial experiences of the impact of PET/CT on staging and management of the first patients included in the RECTOPET study. Methods This prospective cohort study, initiated in September 2016, is actively recruiting patients from Region Västerbotten in Sweden. This pilot study includes patients recruited and followed up until December 2017. All patients had a biopsy-verified rectal adenocarcinoma and underwent a minimum of one preoperative FDG-PET/CT and FDG-PET/MRI examination. These patients were referred to the colorectal cancer multidisciplinary team meeting at Umeå University Hospital. All available data were evaluated when making management recommendations. The clinical course was noted and changes consequent to PET imaging were described; surgical specimens underwent dedicated MRI for anatomical matching between imaging and histopathology. Results Twenty-four patients have so far been included in the study. Four patients were deemed unresectable, while 19 patients underwent or were scheduled for surgery; one patient was enrolled in a watch-and-wait programme after restaging. Consequent to taking part in the study, two patients were upstaged to M1 disease: one patient was diagnosed with a solitary hepatic metastasis detected using PET/CT and underwent metastasectomy prior to rectal cancer surgery, while one patient with a small, but metabolically active, lung nodulus experienced no change of management. PET/MRI did not contribute to any recorded change in patient management. Conclusions The RECTOPET study investigating the role of PET/CT and PET/MRI for preoperative staging of primary rectal cancer patients will provide novel data that clarify the value of adding hybrid to conventional imaging, and the role of PET/CT versus PET/MRI. Trial registration NCT03846882.
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Affiliation(s)
- Miriam K Rutegård
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, SE-901 85, Umeå, Sweden.
| | - Malin Båtsman
- Department of Medical Biosciences, Pathology, Umeå University, Umeå, Sweden
| | - Jan Axelsson
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, SE-901 85, Umeå, Sweden
| | - Patrik Brynolfsson
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, SE-901 85, Umeå, Sweden
| | - Fredrik Brännström
- Department of Surgical and Perioperative Sciences, Surgery, Umeå University, Umeå, Sweden
| | - Jörgen Rutegård
- Department of Surgical and Perioperative Sciences, Surgery, Umeå University, Umeå, Sweden
| | - Ingrid Ljuslinder
- Department of Radiation Sciences, Oncology, Umeå University, Umeå, Sweden
| | - Lennart Blomqvist
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, SE-901 85, Umeå, Sweden.,Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden.,Department of Imaging and Physiology, Karolinska University Hospital, Solna, Sweden
| | - Richard Palmqvist
- Department of Medical Biosciences, Pathology, Umeå University, Umeå, Sweden
| | - Martin Rutegård
- Department of Surgical and Perioperative Sciences, Surgery, Umeå University, Umeå, Sweden.,Wallenberg Centre for Molecular Medicine, Umeå University, Umeå, Sweden
| | - Katrine Riklund
- Department of Radiation Sciences, Diagnostic Radiology, Umeå University, SE-901 85, Umeå, Sweden
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16
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Liu Y, Liu M, Liu X, Zhou Y. PET/CT in brachytherapy early response evaluation of pancreatic ductal adenocarcinoma xenografts: comparison with apparent diffusion coefficient from diffusion-weighted MR imaging. Abdom Radiol (NY) 2019; 44:950-957. [PMID: 30315322 DOI: 10.1007/s00261-018-1791-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Abstract
OBJECTIVE To evaluate the feasibility of using PET/CT and diffusion-weighted magnetic resonance imaging (DW-MRI) to monitor the early response of pancreatic ductal adenocarcinoma (PDAC) xenografts to brachytherapy, and to determine whether maximum standardized uptake value (SUVmax) correlate with apparent diffusion coefficient (ADC). MATERIALS AND METHODS SW1990 human PDAC were subcutaneously implanted in 20 nude mice. They were randomly divided into 125-Iodine (125I) seeds and blank seeds group. PET/CT and DW-MRI were performed at pretreatment and 5 days after therapy. SUVmax and ADC values were calculated, respectively. The correlation between SUVmax and ADC values was analyzed by the Pearson correlation test. RESULTS The SUVmax were significantly decreased between pretreatment and 5 days after 125I seeds treatment (p < 0.001) and between two groups (p < 0.001). And the ADC values were significantly increased between pretreatment and 5 days after 125I seeds treatment (p < 0.001) and between two groups (p < 0.001). While in the bank seeds group, there were no significantly difference between pretreatment and after treatment in SUVmax and ADC values (p = 0.057; p = 0.397). SUVmax and ADC correlated significantly and negatively before treatment in both groups (r = - 0.964, R2 = 0.929, p < 0.001; r = - 0.917, R2 = 0.841, p < 0.001) and after treatment in the blank seeds group (r = - 0.944, R2 = 0.891, p < 0.001). But after 125I seeds treatment there was no significant correlation between SUVmax and ADC (r = - 0.388, R2 = 0.151, p = 0.268). CONCLUSION The PET/CT and DW-MRI are capable of monitoring the early response of PDAC xenografts to brachytherapy. The significantly inverse correlation between pretreatment SUVmax and ADC suggests that PET/CT and DW-MRI might play complementary roles for therapy assessment.
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Affiliation(s)
- Yu Liu
- Department of Radiology, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
| | - Min Liu
- Department of CT, The People's Hospital of Xiang Yun, Bai Autonomous Region, Dali, Yunnan, China
| | - Xiaona Liu
- Yantai Affiliated Hospital of Binzhou Medical University, Shandong, China
| | - Yan Zhou
- Yantai Affiliated Hospital of Binzhou Medical University, Shandong, China
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17
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Abstract
OBJECTIVE The purpose of this study was to determine if extended PET acquisition times in the pelvis during PET/MRI increase detection rates of potentially metastatic lymph nodes in patients with rectal cancer. MATERIALS AND METHODS Our study was approved by the institutional review board of the University of California, San Francisco. Twenty-two patients with biopsy-proven rectal cancer underwent imaging via simultaneous 3-T time-of-flight PET/MRI, with seven undergoing two separate PET/MRI examinations, for a total of 29 studies. Each examination included both a whole-body PET/MRI and a dedicated pelvic PET/MRI with both 3- and 15-minute PET acquisitions for the pelvis. Three radiologists interpreted each examination with PET only, MRI only, then combined PET and MRI examinations, using all available images. Additionally, the 3- and 15-minute PET acquisitions of the pelvis were reviewed separately by a single radiologist. RESULTS A total of 94 lymph nodes were identified as abnormal on PET, all with MRI anatomic correlates. Of these, 37 (39.4%) were seen only on the dedicated 15-minute acquisition. Fifty-seven (60.6%) nodes measured 5 mm or less, including 29 (30.9%) seen only on the 15-minute acquisition. Thirty-one (33.0%) nodes measured 5.1-10 mm, including eight (25.8%) seen only on the 15-minute acquisition. Of the 17 subjects imaged for initial staging, 11 (64.7%) were upstaged as a result of the increased PET acquisition time (10 from N1 to N2 and one from N0 to N1). CONCLUSION Longer PET acquisition times during PET/MRI for rectal cancer increases the number of FDG-avid lymph nodes detected without increasing scan time.
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Stein D, Goldberg N, Domachevsky L, Bernstine H, Nidam M, Abadi-Korek I, Guindy M, Sosna J, Groshar D. Quantitative biomarkers for liver metastases: comparison of MRI diffusion-weighted imaging heterogeneity index and fluorine-18-fluoro-deoxyglucose standardised uptake value in hybrid PET/MR. Clin Radiol 2018; 73:832.e17-832.e22. [PMID: 29859634 DOI: 10.1016/j.crad.2018.04.012] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2017] [Accepted: 04/18/2018] [Indexed: 01/24/2023]
Abstract
AIM To investigate the ability of apparent diffusion coefficient (ADC) heterogeneity index to discriminate liver metastases (LM) from normal-appearing liver (NAL) tissue as compared to common magnetic resonance imaging (MRI) metrics, and to investigate its correlation with 2-[18F]-fluoro-2-deoxy-d-glucose (18F-FDG) positron-emission tomography (PET) standardised uptake value (SUV). MATERIALS AND METHODS Thirty-nine liver metastases in 24 oncology patients (13 women, 11 men; mean age 56±13 years) with proven LM from heterogeneous sources were evaluated on a PET/MRI system. Abdominal sequences included Dixon and diffusion-weighted imaging (DWI) protocols with simultaneous PET. Tissue heterogeneity was calculated using the coefficient of variance (CV) of the ADC, and compared in LM and in NAL tissue of the same volume in an adjacent portion of the liver. The correlations between various ADC measures and PET SUV in distinguishing LM from NAL were evaluated. RESULTS A good correlation was found between ADCcv and SUVpeak (r=0.712). Moderate inverse correlation was found between ADCmin and SUVpeak (r=-0.536), and a weak inverse correlation between ADCmean and SUVpeak (r=-0.273). There was a significant difference between LM and NAL when ADCcv (p<0.0001) and ADCmin (p=0.001) were used. Receiver operating characteristic (ROC) analysis of SUV, ADCcv, ADCmin, and ADCmean produced an AUC of 0.989, 0.900, 0.742, and 0.623 respectively. CONCLUSIONS The ADCcv index is a potential biomarker of LM with better correlation to 18F-FDG PET SUVpeak than conventional MRI metrics, and may serve to quantitatively discriminate between LM and NAL.
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Affiliation(s)
- D Stein
- Department of Nuclear Medicine, Assuta Medical Centers, Tel-Aviv, Israel and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
| | - N Goldberg
- Department of Nuclear Medicine, Assuta Medical Centers, Tel-Aviv, Israel and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - L Domachevsky
- Department of Nuclear Medicine, Assuta Medical Centers, Tel-Aviv, Israel and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - H Bernstine
- Department of Nuclear Medicine, Assuta Medical Centers, Tel-Aviv, Israel and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - M Nidam
- Department of Nuclear Medicine, Assuta Medical Centers, Tel-Aviv, Israel and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - I Abadi-Korek
- Department of Nuclear Medicine, Assuta Medical Centers, Tel-Aviv, Israel and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - M Guindy
- Department of Nuclear Medicine, Assuta Medical Centers, Tel-Aviv, Israel and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - J Sosna
- Department of Radiology, Hadassah Hebrew University Medical Center, Jerusalem, Israel
| | - D Groshar
- Department of Nuclear Medicine, Assuta Medical Centers, Tel-Aviv, Israel and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
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