Systems and methods for identifying cancer treatments from normalized biomarker scores
Techniques for generating therapy biomarker scores and visualizing same. The techniques include determining, using a patient's sequence data and distributions of biomarker values across one or more reference populations, a first set of normalized scores for a first set of biomarkers associated with a first therapy, and a second set of normalized scores for a second set of biomarkers associated with a second therapy, generating a graphical user interface (GUI) including a first portion associated with the first therapy and having at least one visual characteristic determined based on a normalized score of the respective biomarker in the first set of normalized scores; and a second portion associated with a second therapy and having at least one visual characteristic determined based on a normalized score of the respective biomarker in the second set of normalized scores; and displaying the generated GUI.
1. A method comprising:
using at least one computer hardware processor to perform:
obtaining sequencing data about at least one biological sample of a subject;
accessing, in at least one database, biomarker information indicating a distribution of values for each biomarker in at least a reference subset of a plurality of biomarkers, each biomarker in the reference subset being associated with at least one candidate therapy, wherein the at least one candidate therapy is associated with a clinical trial, the reference subset of the plurality of biomarkers including a first biomarker associated with a first gene and a second biomarker associated with a second gene different from the first gene, and the biomarker information including a first distribution of values for the first biomarker and a second distribution of values for the second biomarker;
determining, using the sequencing data, un-normalized biomarker scores for at least some biomarkers in the reference subset of the plurality of biomarkers, the un-normalized biomarker scores including a first un-normalized biomarker score for the first biomarker and a second un-normalized biomarker score for the second biomarker;
determining normalized biomarker scores for the at least some biomarkers in the reference subset of the plurality of biomarkers at least in part by adjusting the un-normalized biomarker scores for the at least some biomarkers to a common scale, the adjusting comprising adjusting the first and second un-normalized biomarker scores to the common scale using the first and second distributions of values respectively;
identifying the subject as a member of one or more cohorts using the normalized biomarker scores for the subject, wherein each of the one or more cohorts is associated with a positive or negative outcome of the at least one candidate therapy; and
outputting an indication of the one or more cohorts in which the subject is identified as a member.
2. The method of claim 1 , wherein the clinical trial is ongoing or the clinical trial is recruiting.
3. The method of claim 1 , wherein the positive outcome is an improvement in one or more aspects of a cancer or in one or more cancer symptoms.
4. The method of claim 3 , wherein the improvement in one or more aspects of a cancer or one or more cancer symptoms is selected from the group consisting of: decrease in tumor size, decrease in tumor number, decrease in number or percentage of cancerous cells in the body of the subject, and slowing of cancer growth.
5. The method of claim 1 , wherein the negative outcome is a cancer therapy-related adverse effect, a deterioration in one or more aspects of a cancer, or a deterioration in one or more cancer symptoms.
6. The method of claim 5 , wherein the cancer therapy-related adverse effect is selected from: cutaneous toxicity, thrombocytopenia, hepatotoxicity, neurotoxicity, nephrotoxicity, cardiotoxicity, hemorrhagic cystitis, immune-related toxicity, and death, and/or wherein the deterioration in one or more aspects of a cancer or one or more cancer symptoms is selected from the group consisting of: increase in tumor size, increase in tumor number, increase in number or percentage of cancerous cells in the body of the subject, no slowing of cancer growth, and death.
7. The method of claim 1 , wherein obtaining the sequencing data comprises obtaining one or more of: DNA sequencing data, RNA sequencing data, or proteome sequencing data, and/or wherein the sequencing data is obtained using one or more of the following techniques: whole genome sequencing (WGS), whole exome sequencing (WES), whole transcriptome sequencing, mRNA sequencing, DNA/RNA-hybridization, microarray, DNA/RNA chip, PCR, and single nucleotide polymorphism (SNP) genotyping.
8. The method of claim 1 , wherein the at least one biological sample is from a tumor or tissue known or suspected of having cancerous cells.
9. The method of claim 1 , wherein the at least one biological sample comprises a bodily fluid, a cell sample, a liquid biopsy, or a tissue biopsy.
10. The method of claim 1 , wherein determining the normalized biomarker scores for the at least some biomarkers comprises:
determining a first un-normalized score for the first biomarker using the sequencing data;
determining a first statistical score for the first biomarker using the first distribution of values for the first biomarker; and
determining a first normalized biomarker score for the first biomarker using the first un-normalized score and the first statistical score.
11. At least one non-transitory computer-readable storage medium storing processor-executable instructions that, when executed by at least one computer hardware processor, cause the at least one computer hardware processor to perform:
obtaining sequencing data about at least one biological sample of a subject;
accessing, in at least one database, biomarker information indicating a distribution of values for each biomarker in at least a reference subset of a plurality of biomarkers, each biomarker in the reference subset being associated with at least one candidate therapy, wherein the at least one candidate therapy is associated with a clinical trial, the reference subset of the plurality of biomarkers including a first biomarker associated with a first gene and a second biomarker associated with a second gene different from the first gene, and the biomarker information including a first distribution of values for the first biomarker and a second distribution of values for the second biomarker;
determining, using the sequencing data, un-normalized biomarker scores for at least some biomarkers in the reference subset of the plurality of biomarkers, the un-normalized biomarker scores including a first un-normalized biomarker score for the first biomarker and a second un-normalized biomarker score for the second biomarker;
determining normalized biomarker scores for the at least some biomarkers in the reference subset of the plurality of biomarkers at least in part by adjusting the un-normalized biomarker scores for the at least some biomarkers to a common scale, the adjusting comprising adjusting the first and second un-normalized biomarker scores to the common scale using the first and second distributions of values respectively;
identifying the subject as a member of one or more cohorts using the normalized biomarker scores for the subject, wherein each of the one or more cohorts is associated with a positive or negative outcome of the at least one candidate therapy; and
outputting an indication of the one or more cohorts in which the subject is identified as a member.
12. The at least one non-transitory computer-readable storage medium of claim 11 ,
wherein the positive outcome is an improvement in one or more aspects of a cancer or in one or more cancer symptoms, and wherein the improvement in one or more aspects of a cancer or one or more cancer symptoms is selected from the group consisting of: decrease in tumor size, decrease in tumor number, decrease in number or percentage of cancerous cells in the body of the subject, and slowing of cancer growth, and
wherein the negative outcome is a cancer therapy-related adverse effect, a deterioration in one or more aspects of a cancer, or a deterioration in one or more cancer symptoms, wherein the cancer therapy-related adverse effect is selected from: cutaneous toxicity, thrombocytopenia, hepatotoxicity, neurotoxicity, nephrotoxicity, cardiotoxicity, hemorrhagic cystitis, immune-related toxicity, and death, and/or wherein the deterioration in one or more aspects of a cancer or one or more cancer symptoms is selected from the group consisting of: increase in tumor size, increase in tumor number, increase in number or percentage of cancerous cells in the body of the subject, no slowing of cancer growth, and death.
13. The at least one non-transitory computer-readable storage medium of claim 11 , wherein determining the normalized biomarker scores for the at least some biomarkers comprises:
determining the first un-normalized score for the first biomarker using the sequencing data;
determining a first statistical score for the first biomarker using the first distribution of values for the first biomarker; and
determining a first normalized biomarker score for the first biomarker using the first un-normalized score and the first statistical score.
14. A system, comprising:
at least one computer hardware processor; and
at least one non-transitory computer-readable storage medium storing processor-executable instructions that, when executed by the at least one computer hardware processor, cause the at least one computer hardware processor to perform:
obtaining sequencing data about at least one biological sample of a subject;
accessing, in at least one database, biomarker information indicating a distribution of values for each biomarker in at least a reference subset of a plurality of biomarkers, each biomarker in the reference subset being associated with at least one candidate therapy, wherein the at least one candidate therapy is associated with a clinical trial, the reference subset of the plurality of biomarkers including a first biomarker associated with a first gene and a second biomarker associated with a second gene different from the first gene, and the biomarker information including a first distribution of values for the first biomarker and a second distribution of values for the second biomarker;
determining, using the sequencing data, un-normalized biomarker scores for at least some biomarkers in the reference subset of the plurality of biomarkers, the un-normalized biomarker scores including a first un-normalized biomarker score for the first biomarker and a second un-normalized biomarker score for the second biomarker;
determining normalized biomarker scores for the at least some biomarkers in the reference subset of the plurality of biomarkers at least in part by adjusting the un-normalized biomarker scores for the at least some biomarkers to a common scale, the adjusting comprising adjusting the first and second un-normalized biomarker scores to the common scale using the first and second distributions of values respectively;
identifying the subject as a member of one or more cohorts using the normalized biomarker scores for the subject, wherein each of the one or more cohorts is associated with a positive or negative outcome of the at least one candidate therapy; and
outputting an indication of the one or more cohorts in which the subject is identified as a member.
15. The system of claim 14 ,
wherein the positive outcome is an improvement in one or more aspects of a cancer or in one or more cancer symptoms, and wherein the improvement in one or more aspects of a cancer or one or more cancer symptoms is selected from the group consisting of: decrease in tumor size, decrease in tumor number, decrease in number or percentage of cancerous cells in the body of the subject, and slowing of cancer growth, and
wherein the negative outcome is a cancer therapy-related adverse effect, a deterioration in one or more aspects of a cancer, or a deterioration in one or more cancer symptoms, wherein the cancer therapy-related adverse effect is selected from: cutaneous toxicity, thrombocytopenia, hepatotoxicity, neurotoxicity, nephrotoxicity, cardiotoxicity, hemorrhagic cystitis, immune-related toxicity, and death, and/or wherein the deterioration in one or more aspects of a cancer or one or more cancer symptoms is selected from the group consisting of: increase in tumor size, increase in tumor number, increase in number or percentage of cancerous cells in the body of the subject, no slowing of cancer growth, and death.
16. The system of claim 14 , wherein determining the normalized biomarker scores for the at least some biomarkers comprises:
determining a first un-normalized score for the first biomarker using the sequencing data;
determining a first statistical score for the first biomarker using the first distribution of values for the first biomarker; and
determining a first normalized biomarker score for the first biomarker using the first un-normalized score and the first statistical score.