1.Graph Neural Networks and Multimodal DTI Features for Schizophrenia Classification: Insights from Brain Network Analysis and Gene Expression.
Jingjing GAO ; Heping TANG ; Zhengning WANG ; Yanling LI ; Na LUO ; Ming SONG ; Sangma XIE ; Weiyang SHI ; Hao YAN ; Lin LU ; Jun YAN ; Peng LI ; Yuqing SONG ; Jun CHEN ; Yunchun CHEN ; Huaning WANG ; Wenming LIU ; Zhigang LI ; Hua GUO ; Ping WAN ; Luxian LV ; Yongfeng YANG ; Huiling WANG ; Hongxing ZHANG ; Huawang WU ; Yuping NING ; Dai ZHANG ; Tianzi JIANG
Neuroscience Bulletin 2025;41(6):933-950
Schizophrenia (SZ) stands as a severe psychiatric disorder. This study applied diffusion tensor imaging (DTI) data in conjunction with graph neural networks to distinguish SZ patients from normal controls (NCs) and showcases the superior performance of a graph neural network integrating combined fractional anisotropy and fiber number brain network features, achieving an accuracy of 73.79% in distinguishing SZ patients from NCs. Beyond mere discrimination, our study delved deeper into the advantages of utilizing white matter brain network features for identifying SZ patients through interpretable model analysis and gene expression analysis. These analyses uncovered intricate interrelationships between brain imaging markers and genetic biomarkers, providing novel insights into the neuropathological basis of SZ. In summary, our findings underscore the potential of graph neural networks applied to multimodal DTI data for enhancing SZ detection through an integrated analysis of neuroimaging and genetic features.
Humans
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Schizophrenia/pathology*
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Diffusion Tensor Imaging/methods*
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Male
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Female
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Adult
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Brain/metabolism*
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Young Adult
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Middle Aged
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White Matter/pathology*
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Gene Expression
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Nerve Net/diagnostic imaging*
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Graph Neural Networks
2.Expression of HOXB7 protein in colorectal cancer and its clinical significance
Yunchun LUO ; Wen YI ; Yuzhou YAO ; Ni ZHU ; Pengfei QIN
Chongqing Medicine 2018;47(1):60-62
Objective To investigate the expression of HOXB7 in colorectal cancer and its relationship with clinicopathological factors and prognosis.Methods Eighty-seven patients with colorectal cancer were retrospectively analyzed.The expression of HOXB7 mRNA and protein in colorectal cancer tissues was detected by RT-PCR and immunohistochemical methods.Their correlation with clinicopathological parameters and prognosis was analyzed.Results The relative expression level of HOXB7 mRNA in colorectal cancer tissue was(42.4 ± 16.3),which was significantly higher than(19.4 ± 7.6) in the paracancerous normal tissue(P<0.05).The positive expression rate of HOXB7 protein in colorectal cancer tissues was 73.9%,which was obviously higher than 10.3 % in the paracancerous normal tissue (P< 0.05);expression of HOXB7 protein was significantly correlated with the TNM stage,lymph node metastasis and distant metastasis(P<0.05),moreover the patients with HOXB7 positive expression had poorer prognosis.Conclusion HOXB7 protein expression is up-regulated in colorectal cancer tissue,and its high expression is correlated with the clinicopathological factors and prognosis in the patients with colorectal cancer.
3.The primary applications of ¹⁵³Sm-EDTMP plus chemotherapy in the treatment of bone metastasis of lung cancer.
Houfu DENG ; Qinghua ZHOU ; Tianzhi TAN ; Shunzhong LUO ; Xiying ZHANG ; Anren KUANG ; Zhenglu LIANG ; Lin LI ; Yunchun LI ; Li CHAI ; Xiaochuan YANG ; Quanlin WANG ; Tingshu MO ; Mingzhi PAN ; Shu HU ; Yong LEI ; Lili MA
Chinese Journal of Lung Cancer 2002;5(4):272-274
BACKGROUNDTo study the clinical effects of ¹⁵³Sm-EDTMP plus chemotherapy in the treatment of bone metastasis of lung cancer.
METHODSOne hundred and ten lung cancer patients with one metastasis [male 82 and female 28, aged from 32 to 76 yrs; squamous cell carcinoma 28, adenocarcinoma 27, small cell lung cancer (SCLC) 7, mix type 41, alveolar carcinoma 7] who did not undergo an operation were entered into this study. The patients were divided into 3 groups: ¹⁵³Sm-EDTMP therapy only (37 cases), ¹⁵³Sm-EDTMP plus chemotherapy after 3 days (42 cases), 30 days after chemotherapy plus ¹⁵³Sm-EDTMP (31 cases). The dosages of ¹⁵³Sm-EDTMP ranged from 1 111 to 2 660 MBq. The patients with SCLC were adapted CCNU, MTX and CTX; those with non-small cell lung cancer (NSCLC) were adapted MMC, VCR and DDP. Statistic analysis of the data was performed by Chi-square test.
RESULTSTotal pain relief rate for ¹⁵³Sm-EDTMP only was 89.2% , for ¹⁵³Sm-EDTMP plus chemotherapy was 92.8%, and for chemotherapy plus 153 Sm EDTMP was 90.3% . The foci disappeared in 9 cases with ¹⁵³Sm-EDTMP only, in 12 cases with ¹⁵³Sm-EDTMP plus chemotherapy, and in 9 cases with chemotherapy plus ¹⁵³Sm-EDTMP. The 1 year survival rate was 29.7%(11/37) by 153 Sm only, 40.5%(17/42) by 153 Sm plus chemotherapy, 38.7%(12/31) by chemotherapy plus ¹⁵³Sm-EDTMP.
CONCLUSIONS¹⁵³Sm-EDTMP plus chemotherapy is effective in the treatment of bone metastasis of lung cancer.

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