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This knowledge portal provides a platform for accelerating genetic discoveries in the human brain.

News: 📄 View BIG-S2 Lab 2025 Annual Report ↗

News: we have a newly-built twin website that covers imaging traits for the heart http://Heartkp.org.


We make our research results publicly available by building the following resources.

1. Imaging Genetics Online Server

We build a GWAS browser using the PheWeb tool to explore GWAS results for massive functional, structural, and diffusion neuroimaging traits. Currently, we support GWAS results of 2104 traits trained in the UKB British cohort (n~34,000), including

  1. 635 ENIGMA-DTI parameters of brain white matter (diffusion MRI)
  2. 376 ANTS regional brain volumes (structural MRI)
  3. 191 ICA-based functional MRI traits (rs-fMRI(ICA))
  4. 309 parcellation-based functional MRI (task/rs-fMRI(Glasser360))
  5. 82 Heart imaging traits (CMR) (More info visit our Heartkp.org LINK )
  6. 294 Shape traits
  7. 217 Eye imaging traits
  8.     


2. GWAS Summary Statistics Data Download

The GWAS summary statistics for 101 ANTS regional brain volumes, 635 ENIGMA-DTI parameters, 191 ICA-based amplitude (75) and functional connectivity traits (116), 309 parcellation-based functional MRI traits, 82 Heart imaging traits, and 382 shape imaging traits have been made available for download. Download the data HERE.

If you are interested in other summary-level data from our analyses or have any questions or comments, feel free to contact Bingxin Zhao (bxzhao@upenn.edu) or Hongtu Zhu (htzhu@email.unc.edu).

New Publications

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Data sources

We have consistently analyzed genetics and neuroimaging data of more than 50,000 subjects from

 

 

Publications (2018+)

Mapping rare protein-coding variants on multi-organ imaging traits

Nature Communications, 2025

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Inferring multi-organ genetic connections using imaging and clinical data through Mendelian randomization

Nature Biomedical Engineering, 2025

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Computation and resource efficient genome-wide association analysis for large-scale imaging studies

Nature Communications, 2025

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Eye-brain connections revealed by multimodal retinal and brain imaging genetics

Nature Communications, 15, 6064, 2024,

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The pivotal role of the X-chromosome in the genetic architecture of the human brain

Science Advances, 2024

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Heart-brain connections: Phenotypic and genetic insights from magnetic resonance images

Science, 380, abn6598, 2023

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Genetic influences on the shape of brain ventricular and subcortical structures

medRxiv, 22279691, 2022

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Common variants contribute to intrinsic human brain function networks

Nature Genetics, 2022

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Genetic influences on the intrinsic and extrinsic functional organizations of the cerebral cortex

medRxiv, 21261187, 2021

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Common genetic variation influencing human white matter microstructure

Science, 372-6548, 2021

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Transcriptome-wide association analysis of brain structures yields insights into pleiotropy with complex neuropsychiatric traits

Nature Communications, 842872, 2021

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Genome-wide association analysis of 19,629 individuals identifies variants influencing regional brain volumes and refines their genetic co-architecture with cognitive and mental health traits

Nature Genetics, 51(11), 1637-1644, 2019

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Large-scale GWAS reveals genetic architecture of brain white matter microstructure and genetic overlap with cognitive and mental health traits (n=17,706)

Molecular Psychiatry, 2019

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Heritability of regional brain volumes in large-scale neuroimaging and genetic studies

Cerebral Cortex, 29(7), 2904-2914, 2018

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