Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for optimizing a process of manufacturing a product. In one aspect, the method comprises repeatedly performing the following: i) selecting a configuration of input settings for manufacturing a product, based on a causal model that measures causal relationships between input settings and a measure of a quality of the product; ii) determining the measure of the quality of the product manufactured using the configuration of input settings; and iii) adjusting, based on the measure of the quality of the product manufactured using the configuration of input settings, the causal model.

Abstract: Provided herein is method of screening, comprising: a) combining a nucleic acid-programmed small molecule library with: an enzyme, and a substrate for the enzyme, wherein each of the members of the library comprises a test agent that is linked to an nucleic acid tag that encodes the test agent and the combining results in transferring a chemoselective functional group from the substrate onto at least some of the members of the library; b) isolating the library members onto which the chemoselective functional group has been covalently transferred; and c) amplifying the nucleic acid tags of the library members isolated in step b) to produce an amplification product. Libraries and kits for performing the method are also provided as are compounds and pharmaceutical compositions thereof.

Abstract: The present invention relates to the use of proteins that are differentially expressed in tumor associated stromal cells, as compared to normal stromal, as biomolecular targets for tumor treatment therapies. The present invention also provides compounds and pharmaceutically acceptable compositions for administration in the methods of the invention.

Abstract: Methods are provided for classification of cancers by the expression of a set of genes referred to as the core serum response (CSR), or a subset thereof. The expression pattern of the CSR in normal tissues correlates with that seen in quiescent fibroblasts cultured in the absence of serum, while cancer tissues can be classified as having a quiescent or induced CSR signature. Patients with the induced CSR signature have a higher probability of metastasis. Classification according to CSR signature allows optimization of treatment, and determination of whether on whether to proceed with a specific therapy, and how to optimize dose, choice of treatment, and the like.

Abstract: T cells are profiled with respect to their expression of antigen receptor. The cells are arrayed on a planar or three-dimensional substrate through binding to immobilized or partially diffused MHC-antigen complexes. The cells may further be characterized with respect to their ability to respond to external stimulus in the microenvironment. External stimuli include cell-cell interactions, response to factors, and the like.

Abstract: A method and device for detecting or monitoring the treatment status of a selected physiological state or disease condition. The device has a subarray of genes which show a statistically significant change in gene level expression when compared with the control expression levels for that gene. The method involves applying a reporter-labeled messenger nucleic acid fraction to the array in the device, and comparing the pattern of gene expression on the array with that produced by labeled messenger nucleic acid from control cells. Also disclosed is a method of constructing the array.

Abstract: The present invention relates to the use of proteins that are differentially expressed in tumor associated stromal cells, as compared to normal stromal, as biomolecular targets for tumor treatment therapies. The present invention also provides compounds and pharmaceutically acceptable compositions for administration in the methods of the invention.

Abstract: A method of determining the relative amounts of individual polynucleotides in a complex mixture of different-sequence polynucleotides is disclosed. The polynucleotides, after fluorescent labeling, are contacted under hybridization conditions with an array of different DNA sequences disposed at discrete locations on a non-porous surface, at an array density of at least about 100 sequences/cm2, where the different DNA sequences in the array are effective to hybridize to individual polynucleotides in the mixture. The level of fluorescence associated with each array sequence provides a measure of its relative amount in the mixture.

Abstract: A method and device for detecting or monitoring the treatment status of a selected physiological state or disease condition. The device has a subarray of genes which show a statistically significant change in gene expression level when compared with the control expression levels for that gene. The method involves applying a reporter-labeled messenger nucleic acid fraction to the array in the device, and comparing the pattern of gene expression on the array with that produced by labeled messenger nucleic acid from control cells. Also disclosed is a method of constructing the array.

Abstract: A method of determining the relative amounts of individual polynucleotides in a complex mixture of different-sequence polynucleotides is disclosed. The polynucleotides, after fluorescent labeling, are contacted under hybridization conditions with an array of different DNA sequences disposed at discrete locations on a non-porous surface, at an array density of at least about 100 sequences/cm2, where the different DNA sequences in the array are effective to hybridize to individual polynucleotides in the mixture. The level of fluorescence associated with each array sequence provides a measure of its relative amount in the mixture.

Abstract: The invention provides a variety of reagents for use in the diagnosis and management of breast cancer. The invention utilizes cDNA microarray technology to identify genes whose expression profile across a large group of tumor samples correlates with that of cytokeratin 5 and cytokeratin 17, markers for basal cells of the normal mammary lactation gland. The invention demonstrates that tumors that express cytokeratin 5/6 and/or 17 have a poor prognosis relative to tumors overall. The invention provides basal marker genes and their expression products and uses of these genes for diagnosis of breast cancer and for identification of therapies for breast cancer. In particular, the invention provides basal marker genes including cadherin3, matrix metalloproteinase 14, and cadherin EGF LAG seven-pass G-type receptor 2. The invention provides antibodies to the polypeptides expressed by these genes and methods of use thereof.

Abstract: Methods are provided for determining whether a subject suffering from a neoplastic condition, e.g., non-Hodgkin's lymphoma (NHL), such as follicular lymphoma, is responsive to antineoplastic therapy, such as antibody therapy, e.g., Rituximab. In practicing the subject methods, an expression profile is obtained from the subject suffering from NHL and employed to determine whether the subject is responsive to antineoplastic therapy. In addition, reagents and kits thereof that find use in practicing the subject methods are provided.

Abstract: The invention provides a variety of reagents for use in the diagnosis and management of breast cancer. The invention utilizes cDNA microarray technology to identify genes whose expression profile across a large group of tumor samples correlates with that of cytokeratin 5 and cytokeratin 17, markers for basal cells of the normal mammary lactation gland. The invention demonstrates that tumors that express cytokeratin 5/6 and/or 17 have a poor prognosis relative to tumors overall. The invention provides basal marker genes and their expression products and uses of these genes for diagnosis of breast cancer and for identification of therapies for breast cancer. In particular, the invention provides basal marker genes including cadherin3, matrix metalloproteinase 14, and cadherin EGF LAG seven-pass G-type receptor 2. The invention provides antibodies to the polypeptides expressed by these genes and methods of use thereof.

Abstract: Cells are profiled with respect to their expression of cell surface molecules, and ability to respond to external stimulus in the microenvironment. External stimuli include cell-cell interactions, response to factors, and the like. The cells are arrayed on a planar or three-dimensional substrate through binding to immobilized or partially diffused probes. Probes of interest include specific binding partners for cell surface molecules, signaling cues that act to regulate cell responses, differentiation factors, etc., which may be arrayed as one or a combination of molecules.

Abstract: A method of determining the relative amounts of individual polynucleotides in a complex mixture of different-sequence polynucleotides is disclosed. The polynucleotides, after fluorescent labeling, are contacted under hybridization conditions with an array of different DNA sequences disposed at discrete locations on a non-porous surface, at an array density of at least about 100 sequences/cm2, where the different DNA sequences in the array are effective to hybridize to individual polynucleotides in the mixture. The level of fluorescence associated with each array sequence provides a measure of its relative amount in the mixture.

Abstract: A method and device for detecting or monitoring the treatment status of a selected physiological state or disease condition. The device has a subarray of genes which show a statistically significant change in gene level expression when compared with the control expression levels for that gene. The method involves applying a reporter-labeled messenger nucleic acid fraction to the array in the device, and comparing the pattern of gene expression on the array with that produced by labeled messenger nucleic acid from control cells. Also disclosed is a method of constructing the array.

Abstract: A method and apparatus for forming microarrays of biological samples on a support are disclosed. The method involves dispensing a known volume of a reagent at each selected array position, by tapping a capillary dispenser on the support under conditions effective to draw a defined volume of liquid onto the support. The apparatus is designed to produce a microarray of such regions in an automated fashion.

Abstract: A method and apparatus for forming microarrays of biological samples on a support are disclosed. The method involves dispensing a known volume of a reagent at each selected array position, by tapping a capillary dispenser on the support under conditions effective to draw a defined volume of liquid onto the support. The apparatus is designed to produce a microarray of such regions in an automated fashion.