A novel data driven machine learning approach to identify painful diabetic neuropathy subtypes from resting-state functional magnetic resonance brain imaging

被引:0
|
作者
Teh, K. [1 ]
McAllister, J. [2 ]
Anandhanarayanan, A. [2 ]
Sloan, G. [2 ]
Tesfaye, S. [3 ]
Selvarajah, D. [2 ]
机构
[1] Univ Sheffield, Dept Infect Immun & Cardiovasc Dis, Sheffield, England
[2] Univ Sheffield, Dept Oncol & Metab, Sheffield, England
[3] Sheffield Teaching Hosp NHS Fdn Trust, Diabet Res Dept, Sheffield, England
关键词
D O I
暂无
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
P79
引用
收藏
页数:1
相关论文
共 50 条
  • [1] Identifying Painful Diabetic Neuropathy Subtypes from Resting-State Functional Magnetic Resonance Brain Imaging-A Novel Unsupervised Machine Learning Approach
    Selvarajah, Dinesh
    Teh, Kevin
    Anandhanarayanan, Aparna
    Sloan, Gordon P.
    Tesfaye, Solomon
    DIABETES, 2023, 72
  • [2] Identification of painful diabetic neuropathy subtypes from functional connectivity resting state MRI patterns: a novel data driven machine learning approach
    Teh, K.
    Mcallister, J.
    Anandhanarayanan, A.
    Fan, J.
    Sloan, G.
    Tesfaye, S.
    Selvarajah, D.
    DIABETOLOGIA, 2022, 65 (SUPPL 1) : S380 - S380
  • [3] Using artificial intelligence to identify patients with painful diabetic neuropathy: A resting-state functional magnetic resonance brain imaging study
    Mcallister, J.
    Teh, K.
    Anandhanarayanan, A.
    Tesfaye, S.
    Selvarajah, D.
    DIABETIC MEDICINE, 2023, 40
  • [4] Abnormal brain functional connectivity in painful diabetic neuropathy: a resting-state functional magnetic resonance imaging study
    Selvarajah, D.
    Wilkinson, I.
    Pallai, S.
    Boland, E.
    Collingwood, E.
    Gandhi, R.
    Tesfaye, S.
    DIABETIC MEDICINE, 2015, 32 : 49 - 49
  • [5] Regional brain changes in patients with diabetic optic neuropathy: a resting-state functional magnetic resonance imaging study
    Chen, Si-Yi
    Cai, Guo-Qian
    Liang, Rong-Bing
    Yang, Qi-Cheng
    Min, You-Lan
    Ge, Qian-Min
    Li, Biao
    Shi, Wen-Qing
    Li, Qiu-Yu
    Zeng, Xian-Jun
    Shao, Yi
    QUANTITATIVE IMAGING IN MEDICINE AND SURGERY, 2021, 11 (05) : 2125 - 2137
  • [6] Cerebral dopamine receptor engagement and treatment response: a resting-state functional magnetic resonance imaging study in painful diabetic neuropathy
    Selvarajah, D.
    Teh, K.
    Sloan, G.
    Pallai, S.
    Tesfaye, S.
    DIABETOLOGIA, 2023, 66 (SUPPL 1) : S469 - S469
  • [7] A Novel Data-Driven Approach to Preoperative Mapping of Functional Cortex Using Resting-State Functional Magnetic Resonance Imaging
    Mitchell, Timothy J.
    Hacker, Carl D.
    Breshears, Jonathan D.
    Szrama, Nick P.
    Sharma, Mohit
    Bundy, David T.
    Pahwa, Mrinal
    Corbetta, Maurizio
    Snyder, Abraham Z.
    Shimony, Joshua S.
    Leuthardt, Eric C.
    NEUROSURGERY, 2013, 73 (06) : 969 - 982
  • [8] A resting state functional magnetic resonance imaging study of somatomotor network functional connectivity in painful diabetic neuropathy
    Selvarajah, D.
    Awad, M.
    Palai, S.
    Gandhi, R.
    Wilkinson, I.
    Tesfaye, S.
    DIABETIC MEDICINE, 2018, 35 : 21 - 21
  • [9] Data-efficient resting-state functional magnetic resonance imaging brain mapping with deep learning
    Luckett, Patrick H.
    Park, Ki Yun
    Lee, John J.
    Lenze, Eric J.
    Wetherell, Julie Loebach
    Eyler, Lisa T.
    Snyder, Abraham Z.
    Ances, Beau M.
    Shimony, Joshua S.
    Leuthardt, Eric C.
    JOURNAL OF NEUROSURGERY, 2023, 139 (05) : 1258 - 1269
  • [10] A Novel Data-Driven Approach to Preoperative Mapping of Functional Cortex Using Resting-State Functional Magnetic Resonance Imaging COMMENTS
    Ojemann, Jeffrey G.
    Tie, Yanmei
    Golby, Alexandra
    NEUROSURGERY, 2013, 73 (06) : 982 - 983