Abstract: The present disclosure provides systems, methods, and classifiers for differentiating between samples as usual interstitial pneumonia (UIP) or non-UIP.

Abstract: The present invention provides methods for sequencing and analysis of nucleic acids and determining that a subject is positive for a non-usual interstitial pneumonia subtype.

Abstract: Provided herein are methods and systems for analyzing a sample of a subject to determine whether the subject has, or is at risk of having or developing, a cancer, such as lung cancer.

Abstract: Systems and methods described herein improve outcomes of subjects with lymphoma. Subjects with lymphoma may be able to avoid conventional treatments that have a high probability of leading to an adverse effect in the subject. Systems and methods allow for a more accurate prediction of subjects who cannot tolerate a particular treatment. Methods may include accessing an input data set that includes multiple input data values pertaining to a particular subject with lymphoma. The method may further include inputting the input data set into a machine-learning model to generate a score corresponding to the degree to which the particular subject will tolerate a particular treatment. The method may include outputting a prediction of the tolerance of the particular subject to the particular treatment using the generated score.

Abstract: The present invention provides methods for sequencing and analysis of nucleic acids and determining that a subject is positive for a non-usual interstitial pneumonia subtype.

Abstract: The present disclosure provides systems and methods for sequencing and analysis of nucleic acids.

Abstract: The methods disclosed herein can be used to determine sample integrity, such as sample identity, by using kinship coefficients. Kinship coefficients between two samples can be determined by measuring genetic relatedness in order to determine whether the samples are related or not related.

Abstract: The present disclosure provides systems and methods for sequencing and analysis of nucleic acids.

Abstract: The present invention provides methods for sequencing and analysis of nucleic acids.

Abstract: The present invention provides systems, methods, and classifiers for differentiating between samples as usual interstitial pneumonia (UTP) or non-UIP.

Abstract: The present disclosure provides systems, methods, and classifiers for differentiating between samples as usual interstitial pneumonia (UIP) or non-UIP.

Abstract: The present invention provides systems, methods, and classifiers for differentiating between samples as usual interstitial pneumonia (UIP) or non-UIP.