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Published at November 13

A Heterogeneous Graph Neural Network Fusing Functional and Structural Connectivity for MCI Diagnosis

cs.CV

cs.AI

Released Date: November 13, 2024

Authors: Feiyu Yin, Yu Lei, Siyuan Dai, Wenwen Zeng, Guoqing Wu, Liang Zhan, Jinhua Yu

Arxiv: http://arxiv.org/abs/2411.08424v1

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Ref	Year	Modality	Subject	Method	Task	ACC(%)	SEN(%)	SPE(%)	AUC
[30]	2021	fMRI	191MCI, 179NC	MMTGCN	NC vs. MCI	86.0	86.9	85.1	0.903
[31]	2022	fMRI	68MCI, 69NC	BFN	NC vs. MCI	90.5	91.2	89.9	0.952
[32]	2022	fMRI	72EMCI, 53LMCI, 64NC	dEC+cwGAT	NC vs. EMCI	90.9	90.4	91.4	0.967
[32]	2022	fMRI	72EMCI, 53LMCI, 64NC	dEC+cwGAT	EMCI vs. LMCI	89.8	87.6	91.4	0.940
[33]	2024	fMRI	168EMCI, 120LMCI, 154NC	MGCA-RAFFNet	NC vs. EMCI	92.2	92.2	92.3	0.930
[33]	2024	fMRI	168EMCI, 120LMCI, 154NC	MGCA-RAFFNet	EMCI vs. LMCI	91.3	91.7	90.8	0.920
[34]	2020	fMRI+DTI	36MCI, 37NC	Adaptive dFC	NC vs. MCI	87.7	88.9	86.5	0.889
[35]	2024	fMRI+DTI	151MCI, 142NC	Cross-GNN	NC vs. MCI	82.6	84.6	82.2	/
[36]	2021	fMRI+DTI	44EMCI, 38LMCI, 44NC	SAC-GCN	NC vs. EMCI	85.2	90.9	79.5	0.898
					NC vs. LMCI	89.0	89.5	88.6	0.928
					EMCI vs. LMCI	86.6	92.1	81.8	0.943
[9]	2023	fMRI+DTI	86EMCI, 166LMCI, 163NC	MMP-GCN	NC vs. EMCI	91.2	82.6	95.7	/
					NC vs. LMCI	94.2	92.8	95.7	/
					EMCI vs. LMCI	92.4	93.7	89.5	/
Ours	2024	fMRI+DTI	100MCI, 48EMCI, 21LMCI, 240NC	Brain-HAN	NC vs. MCI	93.3	93.5	93.3	0.961
					NC vs. EMCI	92.7	90.6	96.9	0.927
					NC vs. LMCI	94.4	92.1	97.0	0.972
					EMCI vs. LMCI	92.4	85.7	96.0	0.952