WHAT FUCKING STUPIDITY, PREDICTING FAILURE TO RECOVER! Ask your stroke patients how they like that!
A Comprehensive Review for Artificial Intelligence on neuroimaging
in rehabilitation of Ischemic Stroke
A Comprehensive Review for Artificial Intelligence on neuroimaging
in rehabilitation of Ischemic Stroke
Z i j i a n Z h a o1 , Y u a n y u a n Z h a n g1 , J i u h u i S u2 , L i a n b o Y a n g3 , L u h a n g
P a n g4 , Y i n g s h a n G a o4 , H o n g b o W a n g5 *
1 R e h a b i l i t a t i o n C e n t e r , S h e n g J i n g H o s p i t a l o f C h i n a M e d i c a l
U n i v e r s i t y , C h i n a , 2 D e p a r t m e n t o f O r t h o p e d i c s a n d J o i n t s , H a i c h e n g
O r t h o p e d i c H o s p i t a l , C h i n a , 3 D e p a r t m e n t o f R e p a r a t i v e a n d
R e c o n s t r u c t i v e S u r g e r y , S e c o n d A f f i l i a t e d H o s p i t a l o f D a l i a n M e d i c a l
U n i v e r s i t y , C h i n a , 4 C h i n a M e d i c a l U n i v e r s i t y , C h i n a , 5 D e p a r t m e n t o f
R a d i o l o g y , S h e n g j i n g H o s p i t a l o f C h i n a M e d i c a l U n i v e r s i t y , C h i n a
S u b m i t t e d t o J o u r n a l :
F r o n t i e r s i n N e u r o l o g y
S p e c i a l t y S e c t i o n :
S t r o k e
I S S N :
1 6 6 4 - 2 2 9 5
A r t i c l e t y p e :
R e v i e w A r t i c l e
R e c e i v e d o n :
0 9 J a n 2 0 2 4
A c c e p t e d o n :
0 8 M a r 2 0 2 4
P r o v i s i o n a l P D F p u b l i s h e d o n :
0 8 M a r 2 0 2 4
F r o n t i e r s w e b s i t e l i n k :
w w w . f r o n t i e r s i n . o r g
C i t a t i o n :
Z h a o Z , Z h a n g Y , S u J , Y a n g L , P a n g L , G a o Y a n d W a n g H ( 2 0 2 4 )
A C o m p r e h e n s i v e R e v i e w f o r A r t i f i c i a l I n t e l l i g e n c e o n n e u r o i m a g i n g
i n r e h a b i l i t a t i o n o f I s c h e m i c S t r o k e . F r o n t . N e u r o l . 1 5 : 1 3 6 7 8 5 4 .
d o i : 1 0 . 3 3 8 9 / f n e u r . 2 0 2 4 . 1 3 6 7 8 5 4
C o p y r i g h t s t a t e m e n t :
© 2 0 2 4 Z h a o , Z h a n g , S u , Y a n g , P a n g , G a o a n d W a n g . T h i s i s a n
o p e n - a c c e s s a r t i c l e d i s t r i b u t e d u n d e r t h e t e r m s o f t h e C r e a t i v e
C o m m o n s A t t r i b u t i o n L i c e n s e ( C C B Y ). T h e u s e , d i s t r i b u t i o n a n d
r e p r o d u c t i o n i n o t h e r f o r u m s i s p e r m i t t e d , p r o v i d e d t h e o r i g i n a l
a u t h o r ( s ) o r l i c e n s o r a r e c r e d i t e d a n d t h a t t h e o r i g i n a l p u b l i c a t i o n i n
t h i s j o u r n a l i s c i t e d , i n a c c o r d a n c e w i t h a c c e p t e d a c a d e m i c
p r a c t i c e . N o u s e , d i s t r i b u t i o n o r r e p r o d u c t i o n i s p e r m i t t e d w h i c h
d o e s n o t c o m p l y w i t h t h e s e t e r m s .Provisional
T h i s P r o v i s i o n a l P D F c o r r e s p o n d s t o t h e a r t i c l e a s i t a p p e a r e d u p o n a c c e p t a n c e , a f t e r
p e e r - r e v i e w . F u l l y f o r m a t t e d P D F a n d f u l l t e x t ( H T M L ) v e r s i o n s w i l l b e m a d e a v a i l a b l e s o o n .
F r o n t i e r s i n N e u r o l o g y | w w w . f r o n t i e r s i n . o r gProvisional
A Comprehensive Review for Artificial Intelligence on neuroimaging in rehabilitation of Ischemic
Stroke
Zijian Zhao1, Yuanyuan Zhang1, Jiuhui Su2, Lianbo Yang2, Luhang Pang2, Yingshan Gao2 Hongbo Wang*
1
Author2
1Rehabilitation Center, ShengJing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004 Liaoning3
Province, China. Email:18842419550@163.com4
1Rehabilitation Center, ShengJing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004 Liaoning5
Province, China. Email:18842418530@163.com6
2Department of Orthopaedics, Haicheng bonesetting Hospital, 41 Zhongjie Road, Haicheng , 114200 Liaoning Province, China.7
Email:sjhmedicine@126.com8
2Department of Reparative and Reconstructive Surgery, the Second Hospital of Dalian Medical University, No. 467, Zhongshan Road, Shahekou9
District, Dalian 116023 Liaoning Province, China. Email：yangliandoctor@163.com10
2China Medical University. No.77 Puhe Road, Shenbeng New District,Shenyang ,110122 Liaoning Province,China. Email:11
lupangluhang@163.com12
2China Medical University. No.77 Puhe Road, Shenbeng New District,Shenyang ,110122 Liaoning Province,China. Email:13
Gao_cmu416@163.com14
* Correspondence:15
*Department of Radiology, Shengjing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 11000416
Liaoning Province, China. Email: sj_wanghb@163.com17
Provisional
AI in stroke rehabilitation
Keywords: ischemic stroke1, rehabilitation2, Artificial Intelligence3, MRI4, CT5.
enthusiasm of patients for rehabilitation treatment. With the popularization of imaging technology, the diagnosis and treatment of ischemic stroke patients are often accompanied by a large number of imaging data. Through machine learning and Deep Learning, information from imaging data can be used more effectively. In this review, we discuss recent advances in neuroimaging, machine learning and Deep Learning in the rehabilitation of ischemic stroke.
in rehabilitation of Ischemic Stroke
Z i j i a n Z h a o1 , Y u a n y u a n Z h a n g1 , J i u h u i S u2 , L i a n b o Y a n g3 , L u h a n g
P a n g4 , Y i n g s h a n G a o4 , H o n g b o W a n g5 *
1 R e h a b i l i t a t i o n C e n t e r , S h e n g J i n g H o s p i t a l o f C h i n a M e d i c a l
U n i v e r s i t y , C h i n a , 2 D e p a r t m e n t o f O r t h o p e d i c s a n d J o i n t s , H a i c h e n g
O r t h o p e d i c H o s p i t a l , C h i n a , 3 D e p a r t m e n t o f R e p a r a t i v e a n d
R e c o n s t r u c t i v e S u r g e r y , S e c o n d A f f i l i a t e d H o s p i t a l o f D a l i a n M e d i c a l
U n i v e r s i t y , C h i n a , 4 C h i n a M e d i c a l U n i v e r s i t y , C h i n a , 5 D e p a r t m e n t o f
R a d i o l o g y , S h e n g j i n g H o s p i t a l o f C h i n a M e d i c a l U n i v e r s i t y , C h i n a
S u b m i t t e d t o J o u r n a l :
F r o n t i e r s i n N e u r o l o g y
S p e c i a l t y S e c t i o n :
S t r o k e
I S S N :
1 6 6 4 - 2 2 9 5
A r t i c l e t y p e :
R e v i e w A r t i c l e
R e c e i v e d o n :
0 9 J a n 2 0 2 4
A c c e p t e d o n :
0 8 M a r 2 0 2 4
P r o v i s i o n a l P D F p u b l i s h e d o n :
0 8 M a r 2 0 2 4
F r o n t i e r s w e b s i t e l i n k :
w w w . f r o n t i e r s i n . o r g
C i t a t i o n :
Z h a o Z , Z h a n g Y , S u J , Y a n g L , P a n g L , G a o Y a n d W a n g H ( 2 0 2 4 )
A C o m p r e h e n s i v e R e v i e w f o r A r t i f i c i a l I n t e l l i g e n c e o n n e u r o i m a g i n g
i n r e h a b i l i t a t i o n o f I s c h e m i c S t r o k e . F r o n t . N e u r o l . 1 5 : 1 3 6 7 8 5 4 .
d o i : 1 0 . 3 3 8 9 / f n e u r . 2 0 2 4 . 1 3 6 7 8 5 4
C o p y r i g h t s t a t e m e n t :
© 2 0 2 4 Z h a o , Z h a n g , S u , Y a n g , P a n g , G a o a n d W a n g . T h i s i s a n
o p e n - a c c e s s a r t i c l e d i s t r i b u t e d u n d e r t h e t e r m s o f t h e C r e a t i v e
C o m m o n s A t t r i b u t i o n L i c e n s e ( C C B Y ). T h e u s e , d i s t r i b u t i o n a n d
r e p r o d u c t i o n i n o t h e r f o r u m s i s p e r m i t t e d , p r o v i d e d t h e o r i g i n a l
a u t h o r ( s ) o r l i c e n s o r a r e c r e d i t e d a n d t h a t t h e o r i g i n a l p u b l i c a t i o n i n
t h i s j o u r n a l i s c i t e d , i n a c c o r d a n c e w i t h a c c e p t e d a c a d e m i c
p r a c t i c e . N o u s e , d i s t r i b u t i o n o r r e p r o d u c t i o n i s p e r m i t t e d w h i c h
d o e s n o t c o m p l y w i t h t h e s e t e r m s .Provisional
T h i s P r o v i s i o n a l P D F c o r r e s p o n d s t o t h e a r t i c l e a s i t a p p e a r e d u p o n a c c e p t a n c e , a f t e r
p e e r - r e v i e w . F u l l y f o r m a t t e d P D F a n d f u l l t e x t ( H T M L ) v e r s i o n s w i l l b e m a d e a v a i l a b l e s o o n .
F r o n t i e r s i n N e u r o l o g y | w w w . f r o n t i e r s i n . o r gProvisional
A Comprehensive Review for Artificial Intelligence on neuroimaging in rehabilitation of Ischemic
Stroke
Zijian Zhao1, Yuanyuan Zhang1, Jiuhui Su2, Lianbo Yang2, Luhang Pang2, Yingshan Gao2 Hongbo Wang*
1
Author2
1Rehabilitation Center, ShengJing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004 Liaoning3
Province, China. Email:18842419550@163.com4
1Rehabilitation Center, ShengJing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 110004 Liaoning5
Province, China. Email:18842418530@163.com6
2Department of Orthopaedics, Haicheng bonesetting Hospital, 41 Zhongjie Road, Haicheng , 114200 Liaoning Province, China.7
Email:sjhmedicine@126.com8
2Department of Reparative and Reconstructive Surgery, the Second Hospital of Dalian Medical University, No. 467, Zhongshan Road, Shahekou9
District, Dalian 116023 Liaoning Province, China. Email：yangliandoctor@163.com10
2China Medical University. No.77 Puhe Road, Shenbeng New District,Shenyang ,110122 Liaoning Province,China. Email:11
lupangluhang@163.com12
2China Medical University. No.77 Puhe Road, Shenbeng New District,Shenyang ,110122 Liaoning Province,China. Email:13
Gao_cmu416@163.com14
* Correspondence:15
*Department of Radiology, Shengjing Hospital of China Medical University, No. 36, Sanhao Street, Heping District, Shenyang, 11000416
Liaoning Province, China. Email: sj_wanghb@163.com17
Provisional
AI in stroke rehabilitation
Keywords: ischemic stroke1, rehabilitation2, Artificial Intelligence3, MRI4, CT5.
Abstract:
Stroke is the second leading cause of death worldwide, with ischemic stroke accounting for a significant proportion of morbidity and mortality among stroke patients. Ischemic stroke often causes disability and cognitive impairment in patients, which seriously affects the quality of life of patients. Therefore, how to predict the recovery of patients can provide support for clinical intervention in advance and improve theenthusiasm of patients for rehabilitation treatment. With the popularization of imaging technology, the diagnosis and treatment of ischemic stroke patients are often accompanied by a large number of imaging data. Through machine learning and Deep Learning, information from imaging data can be used more effectively. In this review, we discuss recent advances in neuroimaging, machine learning and Deep Learning in the rehabilitation of ischemic stroke.
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