Abstract: The invention provides a method for preparing an expanded renal (kidney) tissue sample suitable for microscopic analysis. Expanding the kidney sample can be achieved by binding, e.g., anchoring, key biomolecules to a polymer network and swelling, or expanding, the polymer network, thereby moving the biomolecules apart as further described herein. As the biomolecules are anchored to the polymer network, isotropic expansion of the polymer network retains the spatial orientation of the biomolecules resulting in an expanded, or enlarged, kidney sample.

Abstract: Techniques for performing diagnostic assessments based on digital pathology data are disclosed. In one particular embodiment, the techniques may be realized as a method for performing a diagnostic assessment based on digital pathology data comprising obtaining first digital pathology data comprising intensity information, the first digital pathology data being associated with a plurality of regions of interest in a biological sample; applying first machine learning models to the first digital pathology data, the first machine learning models identifying first regions of interest among the plurality of regions of interest based on the intensity information; applying second machine learning models to the first digital pathology data, the second machine learning models identifying at least one pattern associated with at least one of the first regions of interest; generating a diagnostic assessment based on the first regions of interest and the at least one pattern.

Abstract: The invention provides a method for preparing an expanded renal (kidney) tissue sample suitable for microscopic analysis. Expanding the kidney sample can be achieved by binding, e.g., anchoring, key biomolecules to a polymer network and swelling, or expanding, the polymer network, thereby moving the biomolecules apart as further described herein. As the biomolecules are anchored to the polymer network, isotropic expansion of the polymer network retains the spatial orientation of the biomolecules resulting in an expanded, or enlarged, kidney sample.

Abstract: A method for diagnosing cancer in an expanded biological tissue sample of a patient comprising providing at least one sample image of the expanded biological tissue sample; providing a computer configured to analyze the sample; analyzing, with the computer, the sample detect and segment nuclei; calculating, with the computer, molecular characteristics of those nuclei; and determining, with the computer, a diagnosis of cancer of the sample by comparing the sample with a benign normal tissue reference.

Abstract: The invention provides a method for preparing an expanded biological specimen suitable for microscopic analysis. Expanding the biological sample can be achieved by binding, e.g., anchoring, key biomolecules to a polymer network and swelling, or expanding, the polymer network, thereby moving the biomolecules apart as further described below. As the biomolecules are anchored to the polymer network isotropic expansion of the polymer network retains the spatial orientation of the biomolecules resulting in an expanded, or enlarged, biological specimen.