1.Li YZ, Sahakian BJ, Kang JJ, Langley C, Zhang W, Xie C, et al. The brain structure and genetic mechanisms underlying the nonlinear association between sleep duration, cognition and mental health.Nature Aging. 2022;2(5):425-+.The brain structure and genetic mechanisms underlying the nonlinear association between sleep duration, cognition and mental health.pdf

2.Huang Z, Zhang J, Shan H. When Age-Invariant Face Recognition Meets Face Age Synthesis: A Multi-Task Learning Framework and A New Benchmark.IEEE Transactions on Pattern Analysis and Machine Intelligence. 2022;doi: 10.1109/TPAMI.2022.3217882.When Age-Invariant Face Recognition Meets Face Age Synthesis A Multi-Task Learning Framework and A New Benchmark.pdf

3.Huang Z, Chen J, Zhang J, Shan H. Learning Representation for Clustering Via Prototype Scattering and Positive Sampling.IEEE Transactions on Pattern Analysis and Machine Intelligence. 2022;. doi: 10.1109/TPAMI.Learning Representation for Clustering Via Prototype Scattering and Positive Sampling.pdf

4.Jia TY, Schumann G. How cognitive neuroscience can enhance education and population mental health.Science Bulletin. 2022;67(15):1542-3.How cognitive neuroscience can enhance education and population mental health.pdf

5.Lai SY, Pan SJ, Sun CQ, Coelho LP, Chen WH, Zhao XM. metaMIC: reference-free misassembly identification and correction of de novo metagenomic assemblies.Genome Biology. 2022;23(1).metaMIC reference-free misassembly identification and correction of de novo metagenomic assemblies.pdf

6.Pan SJ, Zhu CK, Zhao XM, Coelho LP. A deep siamese neural network improves metagenome-assembled genomes in microbiome datasets across different environments.Nature Communications. 2022;13(1).A deep siamese neural network improves metagenome-assembled genomes in microbiome datasets across different environments.pdf

7.Qi Y, Gong PL. Fractional neural sampling as a theory of spatiotemporal probabilistic computations in neural circuits.Nature Communications. 2022;13(1):4572.

8.Bao XG, Hu QT, Ji P, Lin W, Kurths J, Nagler J. Impact of basic network motifs on the collective response to perturbations.Nature Communications. 2022;13(1):5301.Fractional neural sampling as a theory of spatiotemporal probabilistic computations in neural circuits.pdf

9.Yuan Z, Li Y, Shi M, Yang F, Gao J, Yao J, Zhang MQ. SOTIP is a versatile method for microenvironment modeling with spatial omics data.Nature Communications. 2022;13(1):7330.SOTIP is a versatile method for microenvironment modeling with spatial omics data.pdf

10.Jin ZY, Yue Q, Duan WJ, Sui A, Zhao BT, Deng YH, et al. Intelligent SERS Navigation System Guiding Brain Tumor Surgery by Intraoperatively Delineating the Metabolic Acidosis.Advanced Science. 2022;9(7):e2104935.Intelligent SERS Navigation System Guiding Brain Tumor Surgery by Intraoperatively Delineating the Metabolic Acidosis.pdf

11.You J, Zhang YR, Wang HF, Yang M, Feng JF, Yu JT, Cheng W. Development of a novel dementia risk prediction model in the general population: A large, longitudinal, population-based machine-learning study.EClinicalMedicine. 2022;53:101665.Development of a novel dementia risk prediction model in the general population A large, longitudinal, population-based machine-learning study.pdf

12.Gao XJ, Yang H, Xiao WP, Su J, Zhang YW, Wang H, et al. Modified exosomal SIRP alpha variants alleviate white matter injury after intracerebral hemorrhage via microglia/macrophages.Biomaterials Research. 2022;26(1).Modified exosomal SIRP alpha variants alleviate white matter injury after intracerebral hemorrhage via microglia macrophages.pdf

13.Xu JP, Zhang YW, Liu YP, You Y, Li FA, Chen Y, et al. Vitality-Enhanced Dual-Modal Tracking System Reveals the Dynamic Fate of Mesenchymal Stem Cells for Stroke Therapy.Small. 2022;18(47).Vitality-Enhanced Dual-Modal Tracking System Reveals the Dynamic Fate of Mesenchymal Stem Cells for Stroke Therapy.pdf

14.Chen J, Chen SZ, Bai MY, Pu J, Zhang JP, Gao J. Graph Decoupling Attention Markov Networks for Semisupervised Graph Node Classification.IEEETransactions on Neural Networks and Learning Systems.2022;doi: 10.1109/TNNLS.2022.3161453.Graph Decoupling Attention Markov Networks for Semisupervised Graph Node Classification.pdf

15.Dong GY, Zhang ZC, Feng JF, Zhao XM. MorbidGCN: prediction of multimorbidity with a graph convolutional network based on integration of population phenotypes and disease network.Briefings in Bioinformatics. 2022;23(4).MorbidGCN Prediction of multimorbidity with a graph convolutional network based on integration of population phenotypes and disease network.pdf

16.Chen JQ, Song LT, Yang AY, Dong GY, Zhao XM. Disrupted long-range gene regulations elucidate shared tissue-specific mechanisms of neuropsychiatric disorders.Molecular Psychiatry. 2022;27(6):2720-30.Disrupted long-range gene regulations elucidate shared tissue specific mechanisms of neuropsychiatric disorders.pdf

17.Deng YT, Li YZ, Huang SY, Ou YN, Zhang W, Chen SD, et al. Association of life course adiposity with risk of incident dementia: a prospective cohort study of 322,336 participants.Molecular Psychiatry.2022;27(8):3385-95.Association of life course adiposity with risk of incident dementia a prospective cohort study of 322,336 participants.pdf

18.Huang SY, Li YZ, Zhang YR, Huang YY, Wu BS, Zhang W, et al. Sleep, physical activity, sedentary behavior, and risk of incident dementia: a prospective cohort study of 431,924 UK Biobank participants.Molecular Psychiatry.2022;27(10):4343-4354.Sleep, physical activity, sedentary behavior, and risk of incident dementia a prospective cohort study of 431,924 UK Biobank participants.pdf

19.Wang LB, Zhang W, Liu FT, Mao CJ, Liu CF, Cheng W, et al. Association of Cerebrospinal Fluid Neurofilament Heavy Protein Levels With Clinical Progression in Patients With Parkinson Disease.Jama Network Open. 2022;5(7).Association of Cerebrospinal Fluid Neurofilament Heavy Protein Levels With Clinical Progression in Patients With Parkinson Disease.pdf

20.Chen D, Jia TY, Cheng W, Cao M, Banaschewski T, Barker GJ, et al. Brain Signatures During Reward Anticipation Predict Persistent Attention-Deficit/Hyperactivity Disorder Symptoms.Journal of the American Academy of Child and Adolescent Psychiatry. 2022;61(8):1050-61.Brain Signatures During Reward Anticipation Predict Persistent Attention-Deficit Hyperactivity Disorder Symptoms.pdf