Methods and systems for analyzing nucleic acid molecules
Processes and materials to detect cancer from a biopsy are described. In some cases, cell-free nucleic acids can be sequenced, and the sequencing result can be utilized to detect sequences derived from a neoplasm. Detection of somatic variants occurring in phase can indicate the presence of cancer in a diagnostic scan and a clinical intervention can be performed.
1. A method comprising:
(a) obtaining, by a computer system, sequencing data for at least 1,000 cell-free DNA molecules from a first sample of a human subject;
(b) processing, by the computer system, the sequencing data of (a) to identify one or more cell-free DNA molecules of the at least 1,000 cell-free DNA molecules as phased variant-containing cell-free DNA molecules, wherein identifying the one or more cell-free DNA molecules as phased variant-containing cell-free DNA molecules comprises aligning reads corresponding to each of the at least 1,000 cell-free DNA molecules to a reference human genomic sequence of at least 10 kb in length, wherein each of the one or more cell-free nucleic acid molecules identified as phased variant-containing cell-free DNA molecules comprises a plurality of phased variants relative to a sequence derived from a second sample of the same subject, wherein at least 10% of the one or more cell-free nucleic acid molecules identified as phased variant-containing cell-free DNA molecules comprises a first phased variant of the plurality of phased variants and a second phased variant of the plurality of phased variants that are separated by at least one nucleotide; and
(c) analyzing, by the computer system, the identified one or more cell-free nucleic acid molecules identified as phased variant-containing cell-free DNA molecules to determine a condition of the subject, wherein the condition comprises a cancer which is not a hematological malignancy.
2. The method of claim 1 , further comprising separating, in silico, (i) at least a portion of the identified one or more cell-free nucleic acid molecules from (ii) one or more other cell-free nucleic acid molecules of the plurality of cell-free nucleic acid molecules that are not identified to comprise the plurality of phased variants.
3. The method of claim 2 , further comprising analyzing, by the computer system, (i) and (ii) as different variables.
4. The method of claim 1 , wherein the sequencing data is obtained without in silico removal or suppression of (i) background error or (ii) sequencing error.
5. The method of claim 1 , wherein a number of the plurality of phased variants from the identified one or more cell-free nucleic acid molecules is indicative of the condition of the subject.
6. The method of claim 5 , wherein a ratio of (i) the number of the plurality of phased variants from the identified one or more cell-free nucleic acid molecules and (ii) a number of single nucleotide variants (SNVs) from the identified one or more cell-free nucleic acid molecules is indicative of the condition of the subject.
7. The method of claim 1 , wherein a frequency of the plurality of phased variants in the identified one or more cell-free nucleic acid molecules is indicative of the condition of the subject.
8. The method of claim 1 , wherein the at least 10% of the one or more cell-free nucleic acid molecules comprises at least 50% of the one or more cell-free nucleic acid molecules.
9. The method of claim 8 , wherein the at least 10% of the one or more cell-free nucleic acid molecules comprises 100% of the one or more cell-free nucleic acid molecules.
10. The method of claim 1 , wherein the first and second phased variants are separated by at least 2 nucleotides.
11. The method of claim 1 , wherein the first phased variant and the second phased variant are separated by at most 160 nucleotides.
12. The method of claim 1 , wherein the reference human genomic sequence is derived from a reference cohort and comprises at least a portion of hg19 human genome, hg18 genome, hg17 genome, hg16 genome, or hg38 genome.
13. The method of claim 1 , wherein the reference human genomic sequence is derived from a sample of the subject.
14. The method of claim 1 , wherein the reference genomic sequence is derived from a healthy cell of the subject.
15. The method of claim 1 , wherein the condition comprises a solid tumor.
16. The method of claim 1 , wherein the cancer is not a lymphoma.
17. The method of claim 1 , wherein the cancer is a lung cancer, a colorectal cancer, a gastrointestinal cancer, an esophageal cancer or a breast cancer.
18. The method of claim 1 , further comprising determining, by the computer, that the subject has the condition or determining a degree or status of the condition of the subject, based on the identified one or more cell-free nucleic acid molecules comprising the plurality of phased variants, wherein the identified one or more cell-free nucleic acid molecules are derived from a sample associated with the condition, based on performing a statistical model analysis of the identified one or more cell-free nucleic acid molecules.
19. The method of claim 1 , wherein the at least 1,000 cell-free DNA molecules from which sequencing data is derived are captured with a set of nucleic acid probes, wherein the set of nucleic acid probes is configured to hybridize to at least a portion of cell-free nucleic acid molecules comprising one or more genomic regions associated with the condition.
20. The method of claim 19 , wherein the set of nucleic acid probes is designed based on the plurality of phased variants that are identified by comparing (i) sequencing data from a tumor sample of the subject and (ii) sequencing data from a healthy cell of the subject or a healthy cohort.
21. The method according to claim 1 , wherein the first sample and the second sample are derived from separate components of a blood draw.
22. The method according to claim 21 , wherein the first sample is derived from plasma.
23. The method according to claim 22 , wherein the second sample is derived from peripheral blood mononuclear cells.
24. A method comprising:
(a) obtaining, by a computer system, sequencing data for at least 1,000 cell-free DNA molecules from a first sample of a human subject;
(b) processing, by the computer system, the sequencing data of (a) to identify one or more cell-free DNA molecules of the at least 1,000 cell-free DNA molecules as phased variant-containing cell-free DNA molecules, wherein identifying the one or more cell-free DNA molecules as phased variant-containing cell-free DNA molecules comprises aligning reads corresponding to each of the at least 1,000 cell-free DNA molecules to a reference human genomic sequence of at least 10 kb in length, wherein each of the one or more cell-free nucleic acid molecules identified as phased variant-containing cell-free DNA molecules comprises a plurality of phased variants relative to a sequence derived from a second sample of the same subject, wherein at least 10% of the one or more cell-free nucleic acid molecules identified as phased variant-containing cell-free DNA molecules comprises a first phased variant of the plurality of phased variants and a second phased variant of the plurality of phased variants that are separated by at least one nucleotide; and
(c) analyzing, by the computer system, the identified one or more cell-free nucleic acid molecules identified as phased variant-containing cell-free DNA molecules to determine a condition of the subject.