METHODS FOR ANALYSIS OF CELL-FREE RNA
Methods for measuring subpopulations of cell-free ribonucleic acid (RNA) molecules are provided. In some embodiments, methods of generating a sequencing library from a plurality of RNA molecules in a test sample obtained from a subject are provided, as well as methods for analyzing the sequencing library to detect, e.g., the presence or absence of a disease.
1 . A method of detecting cancer in a subject, the method comprising:
(a) measuring a plurality of target cell-free RNA (cfRNA) molecules in a sample of the subject, wherein the plurality of target cfRNA molecules are selected from one or more transcripts of Table 11; and
(b) detecting the cancer, wherein detecting the cancer comprises detecting one or more of the target cfRNA molecules above a threshold level.
2 . The method of claim 1 , wherein the plurality of target cfRNA molecules are selected from one or more of Tables 8 or 12-15.
3 . The method of claim 1 , wherein the plurality of target cfRNA molecules are selected from transcripts of at least 5 genes from one or more of Tables 8 or 11-14.
4 . (canceled)
5 . (canceled)
6 . (canceled)
7 . The method of claim 1 , wherein the plurality of target cfRNA molecules detected above a threshold are cfRNA molecules derived from a plurality of genes selected from the group consisting of: ADIPOQ, AGR3, ANKRD30A, AQP4, BPIFA1, CA12, CEACAM5, CFTR, CXCL17, CYP4F8, FABP7, FOXI1, GGTLC1, GP2, IL20, ITIH6, LDLRAD1, LEMD1, LMX1B, MMP7, NKAIN1, NKX2-1, ROPN1, ROS1, SCGB1D2, SCGB2A2, SFTA2, SFTA3, SLC34A2, SOX9, STK32A, STMND1, TFAP2A, TFAP2B, TFF1, TRPV6, VGLL1, and VTCN1.
8 . (canceled)
9 . The method of claim 1 , wherein the plurality of target cfRNA molecules detected above a threshold are cfRNA molecules derived from a plurality of genes selected from the group consisting of: CEACAM5, RHOV, SFTA2, SCGB1D2, IGF2BP1, SFTPA1, CA12, SFTPB, CDH3, MUC6, SLC6A14, HOXC9, AGR3, TMEM125, TFAP2B, IRX2, POTEKP, ARHGEF38, GPR87, LMX1B, ATP10B, NELL1, MUC21, SOX9, LINC00993, STMND1, ERVH48-1, SCTR, MAGEA3, MB, LEMD1, SIX4, and NXNL2.
10 . The method of claim 1 , wherein the plurality of target cfRNA molecules comprise (a) transcripts of one or more of Tables 8 or 11-14, and (b) one or more transcripts of Tables 1-6, or one or more transcripts of Table 7.
11 . (canceled)
12 . The method of claim 1 , wherein (i) the cancer is lung cancer, and (ii) the plurality of target cfRNA molecules detected above a threshold are selected from transcripts of one or more of Tables 2, 5, or 12.
13 . The method of claim 1 , wherein (i) the cancer is breast cancer, and (ii) the plurality of target cfRNA molecules detected above a threshold are selected from transcripts of one or more of Tables 3, 4, 6, or 13.
14 . (canceled)
15 . The method of claim 1 , wherein the measuring comprises sequencing cfRNA molecules to produce cfRNA sequence reads.
16 . The method of claim 15 , wherein:
(a) sequencing the cfRNA molecules comprises whole transcriptome sequencing;
(b) sequencing the cfRNA molecules comprises reverse transcription to produce cDNA molecules, and sequencing the cDNA molecules to produce the cfRNA sequence reads; or
(c) sequencing the cfRNA molecules comprises enriching for the target cfRNA molecules or cDNA molecules thereof.
17 . (canceled)
18 . (canceled)
19 . (canceled)
20 . (canceled)
21 . (canceled)
22 . The method of claim 1 , wherein detecting one or more of the target cfRNA molecules above a threshold level comprises (i) detection, (ii) detection above background, or (iii) detection at a level that is greater than a level of the target cfRNA molecules in subjects that do not have the condition.
23 . (canceled)
24 . (canceled)
25 . The method of claim 1 , wherein detecting one or more of the target cfRNA molecules above a threshold level comprises:
(a) determining an indicator score for each target cfRNA molecule by comparing the expression level of each of the target cfRNA molecules to an RNA tissue score matrix;
(b) aggregating the indicator scores for each target cfRNA molecule; and,
(c) detecting the cancer when the indicator score exceeds a threshold value.
26 . (canceled)
27 . The method of claim 26 , wherein:
(a) the machine learning or deep learning model comprises logistic regression, random forest, gradient boosting machine, Naïve Bayes, neural network, or multinomial regression; or
(b) the machine learning or deep learning model transforms the values of the one or more features to the disease state prediction for the subject through a function comprising learned weights.
28 . (canceled)
29 . The method of claim 1 , wherein the cancer comprises:
(i) a carcinoma, a sarcoma, a myeloma, a leukemia, a lymphoma, a blastoma, a germ cell tumor, or any combination thereof;
(ii) a carcinoma selected from the group consisting of adenocarcinoma, squamous cell carcinoma, small cell lung cancer, non-small-cell lung cancer, nasopharyngeal, colorectal, anal, liver, urinary bladder, testicular, cervical, ovarian, gastric, esophageal, head-and-neck, pancreatic, prostate, renal, thyroid, melanoma, and breast carcinoma;
(iii) hormone receptor negative breast carcinoma or triple negative breast carcinoma;
(iv) a sarcoma selected from the group consisting of: osteosarcoma, chondrosarcoma, leiomyosarcoma, rhabdomyosarcoma, mesothelial sarcoma (mesothelioma), fibrosarcoma, angiosarcoma, liposarcoma, glioma, and astrocytoma;
(v) a leukemia selected from the group consisting of myelogenous, granulocytic, lymphatic, lymphocytic, and lymphoblastic leukemia; or
(vi) a lymphoma selected from the group consisting of: Hodgkin's lymphoma and Non-Hodgkin's lymphoma.
30 . The method of claim 1 , wherein detecting the cancer comprises determining a cancer stage, determining cancer progression, determining a cancer type, determining cancer tissue of origin, or a combination thereof.
31 . The method of claim 1 , further comprising selecting a treatment based on the cancer detected, and treating the subject with the selected treatment.
32 . The method of claim 31 , wherein the treatment comprises surgical resection, radiation therapy, or administering an anti-cancer agent.
33 . (canceled)
34 . A method of measuring a plurality of target cell-free RNA (cfRNA) molecules in a sample, the method comprising:
(a) enriching for the plurality of target cfRNA molecules, or cDNA molecules thereof, to produce an enriched sample of polynucleotides; and
(b) sequencing the polynucleotides of the enriched sample, or amplification products thereof;
wherein the plurality of target cfRNA molecules are selected from one or more transcripts of Table 11.
35 . The method of claim 34 , wherein the plurality of target cfRNA molecules are selected from one or more of Tables 8 or 12-15.
36 . (canceled)
37 . (canceled)
38 . (canceled)
39 . A computer system for implementing one or more steps in the method of claim 1 .
40 . A non-transitory, computer-readable medium, having stored thereon computer-readable instructions for implementing one or more steps in the method of claim 1 .