Predicate |
Object |
assignee |
http://rdf.ncbi.nlm.nih.gov/pubchem/patentassignee/MD5_4bd24d0edc441a277cf5d128b2c97b31 |
classificationCPCInventive |
http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06N7-01 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G16B40-20 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G16B30-00 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G16H50-20 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/C12Q1-6886 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G16H10-40 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/C12Q1-6869 http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06N20-00 |
classificationIPCInventive |
http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/G16B40-20 http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/G16H50-20 |
filingDate |
2020-10-09-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
inventor |
http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_4972a9e74484f953643be0b41a828d92 http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_fe4b71be94e2965400547ed628725ce0 http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_bc13a223216f8bf7f8b2aa48b1919a47 http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_5ccdf5fe940141ebeda143eb07fb4d6a |
publicationDate |
2021-04-15-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
publicationNumber |
WO-2021072171-A1 |
titleOfInvention |
Cancer classification with tissue of origin thresholding |
abstract |
Methods and systems for detecting cancer and/or determining a cancer tissue of origin are disclosed. In some embodiments, a multiclass cancer classifier is disclosed that is trained with a plurality of biological samples containing cfDNA fragments. The analytics system derives a feature vector for each sample, and the multiclass classifier predicts a probability likelihood for each of a plurality of tissue of origin (TOO) classes. In some embodiments, the plurality of TOO classes include hematological subtypes, including both hematological malignancies and precursor conditions. In one embodiment, non-cancer samples having high tissue signal are pruned from the training sample set. In another embodiment, the analytics system stratifies samples according to tissue signal and applies binary threshold cutoffs determined for each stratum. |
isCitedBy |
http://rdf.ncbi.nlm.nih.gov/pubchem/patent/WO-2022216756-A1 |
priorityDate |
2019-10-11-04:00^^<http://www.w3.org/2001/XMLSchema#date> |
type |
http://data.epo.org/linked-data/def/patent/Publication |