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Hu X, Peng J, Huang M, Huang L, Wang Q, Huang D, Tian M. Mapping the knowledge landscape of the PET/MR domain: a multidimensional bibliometric analysis. Eur J Nucl Med Mol Imaging 2025; 52:1805-1821. [PMID: 39754665 DOI: 10.1007/s00259-024-07043-8] [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: 09/17/2024] [Accepted: 11/24/2024] [Indexed: 01/06/2025]
Abstract
OBJECTIVE This study aims to conduct a bibliometric analysis to explore research trends, collaboration patterns, and emerging themes in the PET/MR field based on published literature from 2010 to 2024. METHODS A detailed literature search was performed using the Web of Science Core Collection (WoSCC) database with keywords related to PET/MR. A total of 4,349 publications were retrieved and analyzed using various bibliometric tools, including VOSviewer and CiteSpace. RESULTS The analysis revealed an initial increase in PET/MR publications, peaking at 495 in 2021, followed by a slight decline. The USA, Germany, and China were the most prolific countries, with the USA demonstrating strong collaborative networks. Key institutions included the Stanford University, Technical University of Munich and University of Duisburg-Essen. Prominent authors were primarily from Germany, with significant contributions from University Hospital Essen. Major journals in the field included the European Journal of Nuclear Medicine, Journal of Nuclear Medicine, and Physics in Medicine and Biology. Emerging research areas focused on oncology, neurological disorders, and cardiovascular diseases, with keywords such as "prostate cancer," "Alzheimer's disease," and "breast cancer" showing high research activity. Recent trends also highlight the growing integration of AI, particularly deep learning, to improve imaging reconstruction and diagnostic accuracy. CONCLUSION The findings emphasize the need for continuous investment, strategic planning, and technological innovations to expand PET/MR's clinical applications. Future research should focus on optimizing imaging techniques, fostering international collaborations, and integrating emerging technologies like artificial intelligence to enhance PET/MR's diagnostic and therapeutic potential in precision medicine.
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Affiliation(s)
- Xiaofei Hu
- Department of Nuclear Medicine, The First Hospital Affiliated of Army Medical University (Southwest Hospital), 30 Gaotanyanzheng St., Shapingba district, Chongqing, 400038, China
| | - Jianding Peng
- School of Basic Medicine, Capital Medical University, Beijing, 100086, China
| | - Min Huang
- Department of Nuclear Medicine, The First Hospital Affiliated of Army Medical University (Southwest Hospital), 30 Gaotanyanzheng St., Shapingba district, Chongqing, 400038, China
| | - Lin Huang
- People's Hospital of Xingyi, Guizhou, 562400, China
| | - Qing Wang
- Institute of Medical Information, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, 100086, China
| | - Dingde Huang
- Department of Nuclear Medicine, The First Hospital Affiliated of Army Medical University (Southwest Hospital), 30 Gaotanyanzheng St., Shapingba district, Chongqing, 400038, China.
| | - Mei Tian
- Huashan Hospital and Human Phenome Institute, Fudan University, 220 Handan Road, Shanghai, 200433, China.
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de Lucena LZ, Campanholo KR, Pereira SLA, Tavora DGF, Callegaro D, Buchpiguel CA, Pitombeira MS, de Paula Faria D. Evaluation of myelin content in the spinal cord of patients with multiple sclerosis: A positron emission tomography study. Mult Scler Relat Disord 2025; 93:106248. [PMID: 39731904 DOI: 10.1016/j.msard.2024.106248] [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: 08/08/2024] [Revised: 12/09/2024] [Accepted: 12/20/2024] [Indexed: 12/30/2024]
Abstract
BACKGROUND Multiple sclerosis (MS) is divided into Relapsing-Remitting (RRMS) and Progressive (PMS) phenotypes, both associated with spinal cord (SC) damage. MS-related disability and SC atrophy are not yet fully understood and can differ across phenotypes. A combined approach using Positron Emission Tomography (PET) and Magnetic Resonance Imaging (MRI) could provide a broader understanding of myelin changes in the cervical SC (CSC) in different MS phenotypes and the associations with disability. OBJECTIVES To evaluate CSC myelin content using a PET-MRI with [11C]PIB and its association with disability in PMS and RRMS compared to healthy volunteers (HV). METHODS [11C]PIB PET images and T1-MRI of 49 patients with MS and 19 HV were evaluated at C1-C2, C3, and C4 vertebrae levels. [11C]PIB uptake and volume were compared between groups. RESULTS [11C]PIB uptake was significantly lower at C1-C4, C1-C2, and C3 segments when comparing PMS to RRMS and HV. [11C]PIB uptake inversely correlated with overall disability in all CSC segments in all patients with MS, and in the RRMS phenotype separately. CONCLUSIONS Our findings suggest an association between [11C]PIB CSC uptake and overall disability score measured by EDSS. MRI and PET can be used as complementary methods for studying MS.
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Affiliation(s)
- Letícia Zorante de Lucena
- Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina-FMUSP, Universidade de São Paulo, São Paulo 05403-911, SP, Brazil.
| | - Kenia Repiso Campanholo
- Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina-FMUSP, Universidade de São Paulo, São Paulo 05403-911, SP, Brazil.
| | | | | | - Dagoberto Callegaro
- Department of Neurology, Faculdade de Medicina FMUSP, Universidade de São Paulo, São Paulo 05403-911, SP, Brazil.
| | - Carlos Alberto Buchpiguel
- Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina-FMUSP, Universidade de São Paulo, São Paulo 05403-911, SP, Brazil.
| | - Milena Sales Pitombeira
- Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina-FMUSP, Universidade de São Paulo, São Paulo 05403-911, SP, Brazil; Neurology Department, Hospital Geral de Fortaleza, Fortaleza 60150-160, CE, Brazil.
| | - Daniele de Paula Faria
- Laboratory of Nuclear Medicine (LIM43), Department of Radiology and Oncology, Faculdade de Medicina-FMUSP, Universidade de São Paulo, São Paulo 05403-911, SP, Brazil.
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Laaksonen S, Saraste M, Nylund M, Hinz R, Snellman A, Rinne J, Matilainen M, Airas L. Sex-driven variability in TSPO-expressing microglia in MS patients and healthy individuals. Front Neurol 2024; 15:1352116. [PMID: 38445263 PMCID: PMC10913932 DOI: 10.3389/fneur.2024.1352116] [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: 12/07/2023] [Accepted: 01/31/2024] [Indexed: 03/07/2024] Open
Abstract
Background Males with multiple sclerosis (MS) have a higher risk for disability progression than females, but the reasons for this are unclear. Objective We hypothesized that potential differences in TSPO-expressing microglia between female and male MS patients could contribute to sex differences in clinical disease progression. Methods The study cohort consisted of 102 MS patients (mean (SD) age 45.3 (9.7) years, median (IQR) disease duration 12.1 (7.0-17.2) years, 72% females, 74% relapsing-remitting MS) and 76 age- and sex-matched healthy controls. TSPO-expressing microglia were measured using the TSPO-binding radioligand [11C](R)-PK11195 and brain positron emission tomography (PET). TSPO-binding was quantified as distribution volume ratio (DVR) in normal-appearing white matter (NAWM), thalamus, whole brain and cortical gray matter (cGM). Results Male MS patients had higher DVRs compared to female patients in the whole brain [1.22 (0.04) vs. 1.20 (0.02), p = 0.002], NAWM [1.24 (0.06) vs. 1.21 (0.05), p = 0.006], thalamus [1.37 (0.08) vs. 1.32 (0.02), p = 0.008] and cGM [1.25 (0.04) vs. 1.23 (0.04), p = 0.028]. Similarly, healthy men had higher DVRs compared to healthy women except for cGM. Of the studied subgroups, secondary progressive male MS patients had the highest DVRs in all regions, while female controls had the lowest DVRs. Conclusion We observed higher TSPO-binding in males compared to females among people with MS and in healthy individuals. This sex-driven inherent variability in TSPO-expressing microglia may predispose male MS patients to greater likelihood of disease progression.
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Affiliation(s)
- Sini Laaksonen
- Turku PET Centre, Turku University Hospital, University of Turku, Turku, Finland
- Neurocenter, Turku University Hospital, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
| | - Maija Saraste
- Turku PET Centre, Turku University Hospital, University of Turku, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
| | - Marjo Nylund
- Turku PET Centre, Turku University Hospital, University of Turku, Turku, Finland
- Neurocenter, Turku University Hospital, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
- InFLAMES Research Flagship, University of Turku, Turku, Finland
| | - Rainer Hinz
- Wolfson Molecular Imaging Centre, University of Manchester, Manchester, United Kingdom
| | - Anniina Snellman
- Turku PET Centre, Turku University Hospital, University of Turku, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
| | - Juha Rinne
- Turku PET Centre, Turku University Hospital, University of Turku, Turku, Finland
- Neurocenter, Turku University Hospital, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
- InFLAMES Research Flagship, University of Turku, Turku, Finland
| | - Markus Matilainen
- Turku PET Centre, Turku University Hospital, University of Turku, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
| | - Laura Airas
- Turku PET Centre, Turku University Hospital, University of Turku, Turku, Finland
- Neurocenter, Turku University Hospital, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
- InFLAMES Research Flagship, University of Turku, Turku, Finland
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Mantovani DBA, Pitombeira MS, Schuck PN, de Araújo AS, Buchpiguel CA, de Paula Faria D, M da Silva AM. Evaluation of Non-Invasive Methods for (R)-[ 11C]PK11195 PET Image Quantification in Multiple Sclerosis. J Imaging 2024; 10:39. [PMID: 38392087 PMCID: PMC10889702 DOI: 10.3390/jimaging10020039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Revised: 01/26/2024] [Accepted: 01/29/2024] [Indexed: 02/24/2024] Open
Abstract
This study aims to evaluate non-invasive PET quantification methods for (R)-[11C]PK11195 uptake measurement in multiple sclerosis (MS) patients and healthy controls (HC) in comparison with arterial input function (AIF) using dynamic (R)-[11C]PK11195 PET and magnetic resonance images. The total volume of distribution (VT) and distribution volume ratio (DVR) were measured in the gray matter, white matter, caudate nucleus, putamen, pallidum, thalamus, cerebellum, and brainstem using AIF, the image-derived input function (IDIF) from the carotid arteries, and pseudo-reference regions from supervised clustering analysis (SVCA). Uptake differences between MS and HC groups were tested using statistical tests adjusted for age and sex, and correlations between the results from the different quantification methods were also analyzed. Significant DVR differences were observed in the gray matter, white matter, putamen, pallidum, thalamus, and brainstem of MS patients when compared to the HC group. Also, strong correlations were found in DVR values between non-invasive methods and AIF (0.928 for IDIF and 0.975 for SVCA, p < 0.0001). On the other hand, (R)-[11C]PK11195 uptake could not be differentiated between MS patients and HC using VT values, and a weak correlation (0.356, p < 0.0001) was found between VTAIF and VTIDIF. Our study shows that the best alternative for AIF is using SVCA for reference region modeling, in addition to a cautious and appropriate methodology.
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Affiliation(s)
| | - Milena S Pitombeira
- Laboratory of Nuclear Medicine (LIM 43), Department of Radiology and Oncology, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo 05403-911, Brazil
| | | | - Adriel S de Araújo
- Graduate Program in Computer Science, Pontificia Universidade Catolica do Rio Grande do Sul PUCRS, Porto Alegre 90619-900, Brazil
| | - Carlos Alberto Buchpiguel
- Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo 05403-911, Brazil
- Laboratory of Nuclear Medicine (LIM 43), Department of Radiology and Oncology, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo 05403-911, Brazil
| | - Daniele de Paula Faria
- Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo 05403-911, Brazil
- Laboratory of Nuclear Medicine (LIM 43), Department of Radiology and Oncology, Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo 05403-911, Brazil
| | - Ana Maria M da Silva
- Faculdade de Medicina FMUSP, Universidade de Sao Paulo, Sao Paulo 05403-911, Brazil
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Saraste M, Matilainen M, Vuorimaa A, Laaksonen S, Sucksdorff M, Leppert D, Kuhle J, Airas L. Association of serum neurofilament light with microglial activation in multiple sclerosis. J Neurol Neurosurg Psychiatry 2023; 94:698-706. [PMID: 37130728 PMCID: PMC10447382 DOI: 10.1136/jnnp-2023-331051] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 04/09/2023] [Indexed: 05/04/2023]
Abstract
BACKGROUND Translocator protein (TSPO)-PET and neurofilament light (NfL) both report on brain pathology, but their potential association has not yet been studied in multiple sclerosis (MS) in vivo. We aimed to evaluate the association between serum NfL (sNfL) and TSPO-PET-measurable microglial activation in the brain of patients with MS. METHODS Microglial activation was detected using PET and the TSPO-binding radioligand [11C]PK11195. Distribution volume ratio (DVR) was used to evaluate specific [11C]PK11195-binding. sNfL levels were measured using single molecule array (Simoa). The associations between [11C]PK11195 DVR and sNfL were evaluated using correlation analyses and false discovery rate (FDR) corrected linear regression modelling. RESULTS 44 patients with MS (40 relapsing-remitting and 4 secondary progressive) and 24 age-matched and sex-matched healthy controls were included. In the patient group with elevated brain [11C]PK11195 DVR (n=19), increased sNfL associated with higher DVR in the lesion rim (estimate (95% CI) 0.49 (0.15 to 0.83), p(FDR)=0.04) and perilesional normal appearing white matter (0.48 (0.14 to 0.83), p(FDR)=0.04), and with a higher number and larger volume of TSPO-PET-detectable rim-active lesions defined by microglial activation at the plaque edge (0.46 (0.10 to 0.81), p(FDR)=0.04 and 0.50 (0.17 to 0.84), p(FDR)=0.04, respectively). Based on the multivariate stepwise linear regression model, the volume of rim-active lesions was the most relevant factor affecting sNfL. CONCLUSIONS Our demonstration of an association between microglial activation as measured by increased TSPO-PET signal, and elevated sNfL emphasises the significance of smouldering inflammation for progression-promoting pathology in MS and highlights the role of rim-active lesions in promoting neuroaxonal damage.
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Affiliation(s)
- Maija Saraste
- Turku PET Centre, Turku, Finland
- Neurocenter, Turku University Hospital, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
| | - Markus Matilainen
- Turku PET Centre, Turku, Finland
- Faculty of Science and Engineering, Åbo Akademi University, Abo, Finland
| | - Anna Vuorimaa
- Turku PET Centre, Turku, Finland
- Neurocenter, Turku University Hospital, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
| | - Sini Laaksonen
- Turku PET Centre, Turku, Finland
- Neurocenter, Turku University Hospital, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
| | - Marcus Sucksdorff
- Turku PET Centre, Turku, Finland
- Neurocenter, Turku University Hospital, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
| | - David Leppert
- Department of Neurology, University Hospital and University of Basel, Basel, Switzerland
- Departments of Biomedicine and Clinical Research, Multiple Sclerosis Centre and Research Center for Clinical Neuroimmunology and Neuroscience (RC2NB), University Hospital and University of Basel, Basel, Switzerland
| | - Jens Kuhle
- Department of Neurology, University Hospital and University of Basel, Basel, Switzerland
- Departments of Biomedicine and Clinical Research, Multiple Sclerosis Centre and Research Center for Clinical Neuroimmunology and Neuroscience (RC2NB), University Hospital and University of Basel, Basel, Switzerland
| | - Laura Airas
- Turku PET Centre, Turku, Finland
- Neurocenter, Turku University Hospital, Turku, Finland
- Clinical Neurosciences, University of Turku, Turku, Finland
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