Quantum-si Incorporated

A1 Therapeutics, Inc.

Ai Therapeutics, Inc.

Marylens Hernandez

Jonathan Marc Rothberg

Henri Lichenstein

Tian Xu

Sean Landrette

Paul Beckett

Neil Beeharry

Umut Eser

Michael Meyer

Chris Conrad

Jonathan M Rothberg

Sophia Gayle

Methods and apparatus for predicting an association between input data in a first modality and data in a second modality using a statistical model trained to represent interactions between data having a plurality of modalities including the first modality and the second modality, the statistical model comprising a plurality of encoders and decoders, each of which is trained to process data for one of the plurality of modalities, and a joint-modality representation coupling the plurality of encoders and decoders. The method comprises selecting, based on the first modality and the second modality, an encoder/decoder pair or a pair of encoders, from among the plurality of encoders and decoders, and processing the input data with the joint-modality representation and the selected encoder/decoder pair or pair of encoders to predict the association between the input data and the data in the second modality.

Methods and apparatus for making biological predictions using a trained multi-modal statistical model

The disclosure also provides compositions and methods related to combination therapy with HSP90 inhibitors and BCL-2 pathway inhibitors for treating cancer. The disclosure also provides compositions and methods related to the use of 'low dose' HSP90 inhibitors in the treatment of cancer, alone and in combination with other therapeutic agents.

Methods for treating cancer using HSP90 inhibitors

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Guilford, CT, United States of America

Marylens Hernandez