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Kaidi Kang is first author of Nature paper

Posted by on Wednesday, November 27, 2024 in News.

Congratulations to PhD candidate Kaidi Kang on the publication of “Study design features increase replicability in brain-wide association studies” in Nature. Associate professor Simon Vandekar is senior corresponding author. Co-authors include PhD candidates Jiangmei Ruby Xiong and Megan Taylor Jones, associate professor Ran Tao, and professor Jonathan Schildcrout, plus colleagues at the Children’s Hospital of Philadelphia, the University of Pennsylvania, the University of Cambridge, the University of Connecticut, and the University of Minnesota.

In the paper, Kang et al. discuss their investigation of design and analysis approaches to improve replicability in brain-wide association studies (BWAS), a fundamental tool in discovering brain-behavior associations. Identifying how brain organization and function are linked to age and other measurements can help pave the way toward developing new treatment options for individuals with psychosis spectrum disorders and other neurological conditions. The paper offers guidance for optimizing BWAS design, addressing the real-world difficulty of increasing sample sizes to the extent required for higher replicability. Its recommendations “can be implemented without inflating the sample estimate of the underlying biological effect when using correctly specified models. By increasing the replicability of BWAS through study design, we can more efficiently utilize the US$1.8 billion average annual investment in neuroimaging research from the US National Institutes of Health.”

Four sets of brain-shapes. The first two, in shades of green, blue, gray, and black, depict change in RESI on a scale from 0.0 to 0.2. The second set, with sections colored in shades of orange, yellow, red, purple, gray, and black, depict change in replicability on a scale from 0 to 60%
Extended Data Fig. 1 in the paper illustrates implemented sampling schedules and the region-specific improvement in the standardized effect sizes and replicability for the age associations in UKB (UK Biobank). Section d of the figure depicts region-specific improvement in the RESI and replicability in UKB for the association between age and regional gray matter volume by using U-shaped sampling schedule compared with bell-shaped sampling scheme, when N=300. Visit https://www.nature.com/articles/s41586-024-08260-9/figures/6 to view the full figure.

 

 

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