Abstract: Genetic-variant data is obtained that corresponds to one or more variants associated with a client. Each of the one or more variants corresponds to an instance of one or more bases positioned at one or more first positions in a first genetic sequence differ from corresponding one or more bases positioned in a reference genetic sequence. The first genetic sequence is a genetic sequence of the client. Sensor data is obtained that provides an indication of one or more characteristics of a current or past environment of the client. The genetic-variant data and the sensor data is processed to generate a disease-risk metric corresponding to a predicted risk of the client developing a particular disease. A communication is generated that is indicative of the disease-risk metric. The communication is transmitted to a remote device.

Abstract: Data sets can be processed using machine learning or artificial intelligence models to generate outputs predictive of a degree to which performing a protocol can positively modify an expected result associated with a condition. Generating the output may include accessing a user data set, inputting the user data set into a trained machine learning model to generate an output, and selecting an incomplete subset of a set of genes based on the output.

Abstract: Compositions and methods are presented in which a plurality of chemically distinct polyphenols inhibit multiple enzymes in pathways associated with health and healthy ageing. Preferred compositions are derived from colored plant materials that are commonly found in the Mediterranean diet and provide the biochemical basis for the health benefits of the Mediterranean diet. Notably, the enzyme inhibition observed with the combined polyphenols was synergistic with respect to not one but a significant number of enzymes in the pathways associated with health and healthy ageing, thus providing an amplified desirable effect.

Abstract: A depleted sequencing library can be prepared by providing a composition comprising a heterogeneous mixture of linear nucleic acids having a first terminus and a second terminus. A first subset of target nucleic acids and a second subset of non-target nucleic acids can include a first adaptor region at the first terminus and a second adaptor region at the second terminus. A third subset of the target nucleic acids and a fourth subset of the non-target nucleic acids include the second adaptor region at the first terminus and at the second terminus. Removable blocker oligonucleotides can be added to the composition, non-target nucleic acids can be removed from the composition by sequence capture to bait oligonucleotides, and the composition can be treated to reduce a quantity of free blocker oligonucleotides that are not annealed to an adaptor sequence or to a sequence substantially complementary to an adaptor sequence.

Abstract: Techniques are provided for detecting copy number variations. Each sequence read of a set of sequence reads is aligned with a portion of a reference sequence. A coverage vector is generated that includes a plurality of elements, each element in the plurality of elements indicating a number of the set of sequence reads that were aligned to a particular position within the reference sequence. A normalization vector is accessed that was generated based on performance of a component analysis on a set of other coverage vectors corresponding to a set of other subjects. An adjusted coverage vector is generated using the coverage vector and normalization vector. One or more subject-specific normalization values are generated based on the coverage vector. One or more copy number variations are identified that corresponding to the sample using the adjusted coverage vector and the subject-specific normalization values.

Abstract: Techniques, systems, and products for analyzing sparse indicators and sensor data and generating communications are disclosed. The sensors may be associated with or incorporated into devices that may automatically relay sensor data for use in analyses and communication generation.