Flagship Pioneering Innovations Vi, LLC

Fabian Alexander Wolf

Nicholas McCartney Plugis

Umut Eser

Avak Kahvejian

Ragy Haddad

Nicholas Mccartney Plugis

Michael Raymond Retchin

Poorya Hosseini

Methods of associating a test compound with a compound property. One or more datasets including: for each of a plurality of cell lines and each of a plurality of compounds: for each respective exposure condition: a corresponding response signature for the respective compound in the respective cell line under the respective exposure condition is obtained. A correlation is determined for each unique combination of exposure conditions for a respective pair of compounds based on the corresponding response signature. A weight is determined for each respective pair of compounds based on the determined correlations. A plurality of compound clusters is formed, where each cluster represents compounds that satisfy one or more weight criteria with respect to a particular compound. A compound property of the test compound is determined from properties of one or more compounds in a one or more compound clusters that contain the test compound.

Systems and methods for associating compounds with properties using clique analysis of cell-based data

A database processing system performs a first database access call accessing a first construct representing a differential component amount between a normal and different state. This identifies a plurality of components and, for each, a corresponding first association between (a) a change in amount of the respective component in a first plurality of first component datasets and a second plurality of second component datasets and (b) a change in state between the normal and different state. A second database access call accesses a second construct representing a measure of differential component amount between a native and exposed sample. The second construct identifies all or a portion of the plurality of components and, for each, a corresponding second association between a change of amount of the respective component between a third and fourth plurality of component datasets. The first associations and corresponding second associations determine whether the entity affects the transition.

Database processing system for determining whether an entity affects a transition

Systems and methods for associating a compound with physiological conditions are provided. A fingerprint of a compound chemical structure is obtained and inputted to a model that outputs one or more calculated activation scores. Each activation score represents a cellular constituent module in a set of modules, where each module includes a subset of cellular constituents and a first module in the set of modules is associated with the physiological condition. When the activation score for the first module satisfies a threshold criterion, the compound is identified as associated with the physiological condition. In some aspects, each activation score represents a perturbation signature associated with the physiological condition and the compound is identified when the activation score for a first perturbation signature satisfies a threshold criterion. Systems and methods for training a model that associates compounds with physiological conditions are also provided.

Systems and methods for associating compounds with physiological conditions using fingerprint analysis

Growing community of inventors

Munich, Germany

Fabian Alexander Wolf