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Zhang D, Zong F, Mei Y, Zhao K, Qiu D, Xiong Z, Li X, Tang H, Zhang P, Zhang M, Zhang Y, Yu X, Wang Z, Liu Y, Sui B, Wang Y. Morphological similarity and white matter structural mapping of new daily persistent headache: a structural connectivity and tract-specific study. J Headache Pain 2024; 25:191. [PMID: 39497095 PMCID: PMC11533401 DOI: 10.1186/s10194-024-01899-9] [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: 09/19/2024] [Accepted: 10/25/2024] [Indexed: 11/06/2024] Open
Abstract
BACKGROUND New daily persistent headache (NDPH) is a rare primary headache disorder characterized by daily and persistent sudden onset headaches. Specific abnormalities in gray matter and white matter structure are associated with pain, but have not been well studied in NDPH. The objective of this work is to explore the fiber tracts and structural connectivity, which can help reveal unique gray and white matter structural abnormalities in NDPH. METHODS The regional radiomics similarity networks were calculated from T1 weighted (T1w) MRI to depict the gray matter structure. The fiber connectivity matrices weighted by diffusion metrics like fractional anisotropy (FA), mean diffusivity (MD) and radial diffusivity (RD) were built, meanwhile the fiber tracts were segmented by anatomically-guided superficial fiber segmentation (Anat-SFSeg) method to explore the white matter structure from diffusion MRI. The considerable different neuroimaging features between NDPH and healthy controls (HC) were extracted from the connectivity and tract-based analyses. Finally, decision tree regression was used to predict the clinical scores (i.e. pain intensity) from the above neuroimaging features. RESULTS T1w and diffusion MRI data were available in 51 participants after quality control: 22 patients with NDPH and 29 HCs. Significantly decreased morphological similarity was found between the right superior frontal gyrus and right hippocampus. The superficial white matter (SWM) showed significantly decreased FA in fiber tracts including the right superficial-frontal, left superficial-occipital, bilateral superficial-occipital-temporal (Sup-OT) and right superficial-temporal, meanwhile significant increased RD was found in the left Sup-OT. For the fiber connectivity, NDPH showed significantly decreased FA in the bilateral basal ganglion and temporal lobe, increased MD in the right frontal lobe, and increased RD in the right frontal lobe and left temporal-occipital lobe. Clinical scores could be predicted dominantly by the above significantly different neuroimaging features through decision tree regression. CONCLUSIONS Our research indicates the structural abnormalities of SWM and the neural pathways projected between regions like right hippocampus and left caudate nucleus, along with morphological similarity changes between the right superior frontal gyrus and right hippocampus, constitute the pathological features of NDPH. The decision tree regression demonstrates correlations between these structural changes and clinical scores.
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Affiliation(s)
- Di Zhang
- School of Artificial Intelligence, Beijing University of Posts and Telecommunications, No.10 Xitucheng Road, Haidian District, Beijing, 100876, China
- Queen Mary School Hainan, Beijing University of Posts and Telecommunications, Hainan Lingshui Li'an International Education Innovation Pilot Zone, Lingshui, Hainan, 572426, China
| | - Fangrong Zong
- School of Artificial Intelligence, Beijing University of Posts and Telecommunications, No.10 Xitucheng Road, Haidian District, Beijing, 100876, China.
- Queen Mary School Hainan, Beijing University of Posts and Telecommunications, Hainan Lingshui Li'an International Education Innovation Pilot Zone, Lingshui, Hainan, 572426, China.
| | - Yanliang Mei
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China
| | - Kun Zhao
- School of Artificial Intelligence, Beijing University of Posts and Telecommunications, No.10 Xitucheng Road, Haidian District, Beijing, 100876, China
- Queen Mary School Hainan, Beijing University of Posts and Telecommunications, Hainan Lingshui Li'an International Education Innovation Pilot Zone, Lingshui, Hainan, 572426, China
| | - Dong Qiu
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China
| | - Zhonghua Xiong
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China
| | - Xiaoshuang Li
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China
| | - Hefei Tang
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China
| | - Peng Zhang
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China
| | - Mantian Zhang
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China
| | - Yaqing Zhang
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China
| | - Xueying Yu
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China
| | - Zhe Wang
- Department of Neurology, The First Affiliated Hospital of Dalian Medical University, No.222 Zhongshan Road, Xigang District, Dalian, Liaoning, 116011, China
| | - Yong Liu
- School of Artificial Intelligence, Beijing University of Posts and Telecommunications, No.10 Xitucheng Road, Haidian District, Beijing, 100876, China
- Queen Mary School Hainan, Beijing University of Posts and Telecommunications, Hainan Lingshui Li'an International Education Innovation Pilot Zone, Lingshui, Hainan, 572426, China
| | - Binbin Sui
- Tiantan Neuroimaging Center for Excellence, China National Clinical Research Center for Neurological Diseases, Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China.
| | - Yonggang Wang
- Headache Center, Department of Neurology, Beijing Tiantan Hospital, Capital Medical University, No.119 South Fourth Ring West Road, Fengtai District, Beijing, 100070, China.
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Mickle AM, Tanner JJ, Antoine LH, Garvan C, Lai S, Przkora R, Edberg JC, Staud R, Redden D, Goodin BR, Price CC, Fillingim RB, Sibille KT. Disentangling factors contributing to individual differences and health disparities in chronic pain and whole person health with measures of allostatic load. Brain Behav Immun Health 2024; 38:100794. [PMID: 38826844 PMCID: PMC11140558 DOI: 10.1016/j.bbih.2024.100794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Revised: 04/17/2024] [Accepted: 05/12/2024] [Indexed: 06/04/2024] Open
Affiliation(s)
- Angela M. Mickle
- Department of Physical Medicine & Rehabilitation, University of Florida, 101 Newell Dr, Gainesville, FL, 32603, United States
| | - Jared J. Tanner
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Dr, Gainesville, FL, 32603, United States
| | - Lisa H. Antoine
- Department of Psychology, University of Alabama at Birmingham, Campbell Hall 415, 1300 University Blvd, Birmingham, AL, 35223, United States
| | - Cynthia Garvan
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, United States
| | - Song Lai
- Department of Radiation Oncology & CTSI Human Imaging Core, University of Florida, Gainesville, FL, 2004 Mowry Rd Gainesville, FL, 32610, United States
| | - Rene Przkora
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, United States
| | - Jeffrey C. Edberg
- Department of Immunology and Rheumatology, University of Alabama at Birmingham, 1720 2nd Ave South, Birmingham, AL, 35294, United States
| | - Roland Staud
- Department of Medicine, University of Florida, PO Box 100277, Gainesville, FL, United States
| | - David Redden
- Department of Biostatistics, The University of Alabama at Birmingham, 1665, University Boulevard, Birmingham, AL, United States
| | - Burel R. Goodin
- Department of Anesthesiology, Washington University, St. Louis, MO, 660 S. Euclid Avenue, St. Louis, MO, 63110, United States
| | - Catherine C. Price
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Dr, Gainesville, FL, 32603, United States
| | - Roger B. Fillingim
- Department of Community of Dentistry, University of Florida, 1329 SW 16th St, Room 5180, Gainesville, FL, 32610, United States
| | - Kimberly T. Sibille
- Department of Physical Medicine & Rehabilitation, University of Florida, 101 Newell Dr, Gainesville, FL, 32603, United States
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, United States
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Domenico LH, Tanner JJ, Mickle AM, Terry EL, Garvan C, Lai S, Deshpande H, Staud R, Redden D, Price CC, Goodin BR, Fillingim RB, Sibille KT. Environmental and sociocultural factors are associated with pain-related brain structure among diverse individuals with chronic musculoskeletal pain: intersectional considerations. Sci Rep 2024; 14:7796. [PMID: 38565879 PMCID: PMC10987661 DOI: 10.1038/s41598-024-58120-9] [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: 10/09/2023] [Accepted: 03/26/2024] [Indexed: 04/04/2024] Open
Abstract
Chronic musculoskeletal pain including knee osteoarthritis (OA) is a leading cause of disability worldwide. Previous research indicates ethnic-race groups differ in the pain and functional limitations experienced with knee OA. However, when socioenvironmental factors are included in analyses, group differences in pain and function wane. Pain-related brain structures are another area where ethnic-race group differences have been observed. Environmental and sociocultural factors e.g., income, education, experiences of discrimination, and social support influence brain structures. We investigate if environmental and sociocultural factors reduce previously observed ethnic-race group differences in pain-related brain structures. Data were analyzed from 147 self-identified non-Hispanic black (NHB) and non-Hispanic white (NHW), middle and older aged adults with knee pain in the past month. Information collected included health and pain history, environmental and sociocultural resources, and brain imaging. The NHB adults were younger and reported lower income and education compared to their NHW peers. In hierarchical multiple regression models, sociocultural and environmental factors explained 6-37% of the variance in pain-related brain regions. Self-identified ethnicity-race provided an additional 4-13% of explanatory value in the amygdala, hippocampus, insula, bilateral primary somatosensory cortex, and thalamus. In the rostral/caudal anterior cingulate and dorsolateral prefrontal cortex, self-identified ethnicity-race was not a predictor after accounting for environmental, sociocultural, and demographic factors. Findings help to disentangle and identify some of the factors contributing to ethnic-race group disparities in pain-related brain structures. Numerous arrays of environmental and sociocultural factors remain to be investigated. Further, the differing sociodemographic representation of our NHB and NHW participants highlights the role for intersectional considerations in future research.
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Affiliation(s)
- Lisa H Domenico
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, 1225 Center Drive, Gainesville, FL, 32610, USA.
| | - Jared J Tanner
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Drive, Gainesville, FL, 32603, USA
| | - Angela M Mickle
- Pain Research and Intervention Center of Excellence, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
- Department of Physical Medicine and Rehabilitation, University of Florida, 3450 Hull Road, Gainesville, FL, 32607, USA
| | - Ellen L Terry
- Department of Biobehavioral Nursing Science, College of Nursing, University of Florida, 1225 Center Drive, Gainesville, FL, 32610, USA
- Pain Research and Intervention Center of Excellence, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
| | - Cynthia Garvan
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, USA
| | - Song Lai
- Department of Radiation Oncology, University of Florida, 2000 SW Archer Road, Gainesville, FL, 32610, USA
| | - Hrishikesh Deshpande
- Department of Radiology, University of Alabama at Birmingham, 619 19th Street South, Birmingham, AL, 35294, USA
| | - Roland Staud
- Department of Rheumatology, College of Medicine, University of Florida, 1600 SW Archer Rd, Gainesville, FL, 32610, USA
| | - David Redden
- Department of Biostatistics, University of Alabama at Birmingham, 1665 University Blvd #327, Birmingham, AL, 35294, USA
| | - Catherine C Price
- Department of Clinical and Health Psychology, University of Florida, 1225 Center Drive, Gainesville, FL, 32603, USA
| | - Burel R Goodin
- Department of Psychology, University of Alabama at Birmingham, Campbell Hall 415, 1300 University Blvd, Birmingham, AL, 35223, USA
- Department of Anesthesiology, Washington University, 660 S Euclid Ave, St. Louis, MO, 63110, USA
| | - Roger B Fillingim
- Pain Research and Intervention Center of Excellence, University of Florida, 2004 Mowry Road, Gainesville, FL, 32610, USA
- Department of Community Dentistry and Behavioral Science, University of Florida College of Dentistry, 1329 SW 16th Street, Gainesville, FL, 32610-3628, USA
| | - Kimberly T Sibille
- Department of Physical Medicine and Rehabilitation, University of Florida, 3450 Hull Road, Gainesville, FL, 32607, USA
- Department of Anesthesiology, Division of Pain Medicine, University of Florida, 1600 SW Archer Road, Gainesville, FL, 32610, USA
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