Construction of Anatomical Structure Specific Developmental Dynamical Networks for Human Brain on multiple Omics Levels

2021 ◽  
Vol 16 ◽  
Author(s):  
Yingying Wang ◽  
Yu Yang ◽  
Jianfeng Liu ◽  
Keshen Li

Background: Human brain development is a series of complex processes exhibiting profound changes from gestation to adulthood. Objective: We aimed to construct dynamic developmental networks for each anatomical structure of human brain based on omics’ levels in order to gain a new systematical brain map on molecular level. Method: We performed the brain development analyses by constructing dynamical networks between adjacent time points on different grouping levels of anatomical structures. The gene-time networks were first built to get the developing brain dynamical maps on transcriptome level. Then miRNA-mRNA networks and protein-protein networks were constructed by integrating the information from miRNomics and proteomics. The time and structure-specific biomarkers were filtered based on analyses of topological characters. Results: The most dramatical developmental time and structure were fetal-infancy and telencephalon, respectively. Cortex was the key developmental region in ‘late fetal and neonatal’ and ‘early infancy’. The development of temporal lobe was different from other lobes since the significant changes of molecules were found only in the comparison pair ‘early fetal-early mid-fetal’ and ‘adolescence-young adulthood’. Interestingly, the changes among different brain structures inside adolescence and adulthood were bigger than other time points. hsa-miR-548c-3p and H3C2 may be new brain developments indicators considering their key roles in networks. Conclusion: To our knowledge, this study is the first report of dynamical brain development maps for different anatomical structures on multiple omics’. The results provide a new sight of brain development in a systematical way which may provide a more accurate understanding of human brain.

Author(s):  
Róża Dzierżak ◽  
Magdalena Michalska

An important aspect of analysis medical images is acknowledging the role of the segmentation process of individual anatomical structures. This process allows to show the most important diagnostic details. Owing to the segmentation the areas of interest (ROI) it is possible to adapt the methods of further image analysis considering the specification of selected elements. This process has been widely used in medical diagnostics. The article presents the use of segmentation by thresholding, segmentation by region growth and by edge detection to extract the parts of the human brain the user is interested in. The series of MRI (magnetic resonance imaging) images were used. The aim of the research was to develop the methods that would allow comparing the effectiveness various types of anatomical brain structures’ segmentation in two dimensions. The above methods present the different impact that selected types of segmentation, masks or parameters have on the most accurate depiction of a selected human brain element.


Author(s):  
Wai‐Kit Chan ◽  
Rana Fetit ◽  
Rosie Griffiths ◽  
Helen Marshall ◽  
John O Mason ◽  
...  

Author(s):  
Ugomma C. Eze ◽  
Aparna Bhaduri ◽  
Maximilian Haeussler ◽  
Tomasz J. Nowakowski ◽  
Arnold R. Kriegstein

AbstractThe human cortex comprises diverse cell types that emerge from an initially uniform neuroepithelium that gives rise to radial glia, the neural stem cells of the cortex. To characterize the earliest stages of human brain development, we performed single-cell RNA-sequencing across regions of the developing human brain, including the telencephalon, diencephalon, midbrain, hindbrain and cerebellum. We identify nine progenitor populations physically proximal to the telencephalon, suggesting more heterogeneity than previously described, including a highly prevalent mesenchymal-like population that disappears once neurogenesis begins. Comparison of human and mouse progenitor populations at corresponding stages identifies two progenitor clusters that are enriched in the early stages of human cortical development. We also find that organoid systems display low fidelity to neuroepithelial and early radial glia cell types, but improve as neurogenesis progresses. Overall, we provide a comprehensive molecular and spatial atlas of early stages of human brain and cortical development.


Sign in / Sign up

Export Citation Format

Share Document