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Yet the engineering of functionally appropriate human-device interfaces represents an intractable challenge in the field. The greatest challenge today is extracting knowledge and understanding of nervous system structure-function architecture from vast amounts of data.Ĭutting edge developments in engineering of tissues, implants and devices allow for guidance and control of specific physiological structure-function relationships. A long history of attempts to understand how the brain operates as a system began at the macrolevel in the fifth century, was revolutionized at the meso- and microlevels by Cajal and others in the late nineteenth century, and reached the nanolevel in the mid-twentieth century with the advent of electron microscopy.
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Connections between two nodes can be described at four nested levels of analysis: macroconnections between gray matter regions, mesoconnections between neuron types, microconnections between individual neurons, and nanoconnections at synapses. A necessary but not sufficient foundation is a connectome, a complete matrix of structural connections between the nodes of a nervous system. One goal of systems neuroscience is a structure-function model of nervous system organization that would allow mechanistic linking of mind, brain, and behavior. If you have any questions, please contact the corresponding author. Therefore, the authors do not wish this work to be cited as reference for the project. The definition of osteocytes as pyknotic and viable based on the number of cell processes was shown to be flawed in a parallel study testing the assumption using biochemical based viability measures (Anastopolous and Knothe Tate, 2021).” While the method shows great promise for automated detection of cells, the greatest limitation of the method is the definition of appropriate and unbiased classifiers. Knothe Tate ML, Srikantha A, Wojek C, Zeidler D (2021) Connectomics of Bone to Brain- Probing Physical Renderings of Cellular Experience, Frontiers in Physiology 12: 1018, doi: 10.3389/fphys.2021.647603Īs noted in that published work: “Osteocyte coordinates can be extracted from the YOLO classified image set, enabling high throughput analyses of massive datasets, which in the future could include other cellular inhabitants of tissues including blood cells, immune cells, chondrocytes, etc.
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In the interest of furthering science and ensuring that clinical decisions are based on best practices and evidence, the issue is described in more detail in the peer-reviewed, published paper: The authors have withdrawn their manuscript after issues with the cell viability validation (Fig.
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