Cape Town - 2026 ISMRM-ISMRT Annual Meeting and Exhibition
9 May 2026 – 14 May 2026 · Cape Town, South Africa
452-01-012 / 452-01-012 ISMRM Abstract

Early Prediction of Cerebral Palsy in Infants 6 to 24 Months Old from Conventional MRI with Dual Path Deep Learning

Primary: Pediatrics - Neuro
Secondary: Neuro - White Matter
452-01-012 · Pediatric Imaging Frontiers · Tuesday, 12 May, 8:20 AM–9:56 AM · Power Pitch Theatre 2
452-01-012 · Pediatric Imaging Frontiers · Tuesday, 12 May, 8:20 AM–9:56 AM · Power Pitch Theatre 2
Keywords: Diagnosis/Prediction Deep learning Infant brain MRI Cerebral palsy Periventricular white matter lesion
Accepted
Zhen Jia1,2,3,4, Man Li5, Tingting Huang1,3,4, Yitong Bian1,3,4, Tianjiao Chen1,3,4, Xianjun Li1,3,4, Feng Shi5, Jian Yang 1,2,3,4
1Department of Radiology, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
2School of Future Technology, Xi'an Jiaotong University, Xi'an, China
3Shaanxi Engineering Research Center of Computational Imaging and Medical Intelligence, XI'AN, China
4Xi’an Key Laboratory of Medical Computational Imaging, XI'AN, China
5Department of Research and Development, Shanghai United Imaging Healthcare Co., Ltd, Shanghai, China
Presenting Author: Jian Yang

Synopsis

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References

1. Sadowska M , Sarecka-Hujar B , Kopyta I .Cerebral Palsy: Current Opinions on Definition, Epidemiology, Risk Factors, Classification and Treatment Options.[J].Neuropsychiatric disease and treatment, 2020, 16:1505-1518.DOI:10.2147/NDT.S235165. [doi]
2. Martinezbiarge M , Diezsebastian J , Kapellou O ,et al.Predicting motor outcome and death in term hypoxic-ischemic encephalopathy[J].Neurology, 2011, 76(24):2055-2061.DOI:10.1212/WNL.0b013e31821f442d. [doi]
3. Early, accurate diagnosis and early intervention in cerebral palsy: Advances in diagnosis and treatment[J].Jama Pediatrics, 2017, 171(9):897.DOI:10.1001/jamapediatrics.2017.1689. [doi]
4. Morgan C, Fetters L, Adde L, et al. Early intervention for children aged 0 to 2 years with or at high risk of cerebral palsy: international clinical practice guideline based on systematic reviews[J]. JAMA pediatrics, 2021, 175(8): 846-858.DOI:10.1001/jamapediatrics.2021.0878 [doi]
5. Wahlang I , Sharma P , Sanyal S ,et al.Deep learning techniques for classification of brain MRI[J].International Journal of Intelligent Systems Technologies and Applications, 2020, 19(6):571.DOI:10.1504/IJISTA.2020.112441. [doi]
6. Shamshad F, Khan S, Zamir S W, et al. Transformers in medical imaging: A survey[J]. Medical image analysis, 2023, 88: 102802.DOI:10.1016/j.media.2023.102802. [doi]
7. Hassan M, Lin J, Fateh A A, et al. Attention over vulnerable brain regions associating cerebral palsy disorder and biological markers[J]. Journal of advanced research, 2024.DOI:10.1016/j.jare.2024.11.015. [doi]
8. Hassan M, Lin J, Fateh A A, et al. Trends in brain MRI and CP association using deep learning[J]. La radiologia medica, 2024, 129(11): 1667-1681.DOI:10.1007/s11547-024-01893-w. [doi]

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http://echo.ismrm.org/p/ISMRM2026/452-01-012