ZA201907298B - Systems and methods for assessing drug efficacy - Google Patents

Systems and methods for assessing drug efficacy

Info

Publication number
ZA201907298B
ZA201907298B ZA2019/07298A ZA201907298A ZA201907298B ZA 201907298 B ZA201907298 B ZA 201907298B ZA 2019/07298 A ZA2019/07298 A ZA 2019/07298A ZA 201907298 A ZA201907298 A ZA 201907298A ZA 201907298 B ZA201907298 B ZA 201907298B
Authority
ZA
South Africa
Prior art keywords
systems
methods
drug efficacy
assessing drug
assessing
Prior art date
Application number
ZA2019/07298A
Inventor
Shile Zhang
Mengchi Wang
Aaron Wise
Han Kang
Vitor Ferreira Onuchic
Kristina Kruglyak
Original Assignee
Illumina Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Illumina Inc filed Critical Illumina Inc
Publication of ZA201907298B publication Critical patent/ZA201907298B/en

Links

Classifications

    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B40/00ICT specially adapted for biostatistics; ICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
    • G16B40/20Supervised data analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/20Ensemble learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/01Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16BBIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B45/00ICT specially adapted for bioinformatics-related data visualisation, e.g. displaying of maps or networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/10Machine learning using kernel methods, e.g. support vector machines [SVM]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
ZA2019/07298A 2017-12-01 2019-11-04 Systems and methods for assessing drug efficacy ZA201907298B (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201762593802P 2017-12-01 2017-12-01
PCT/US2018/063658 WO2019109089A1 (en) 2017-12-01 2018-12-03 Systems and methods for assessing drug efficacy

Publications (1)

Publication Number Publication Date
ZA201907298B true ZA201907298B (en) 2023-06-28

Family

ID=64734247

Family Applications (1)

Application Number Title Priority Date Filing Date
ZA2019/07298A ZA201907298B (en) 2017-12-01 2019-11-04 Systems and methods for assessing drug efficacy

Country Status (11)

Country Link
EP (1) EP3616205A1 (en)
JP (1) JP7429539B2 (en)
KR (1) KR20200093437A (en)
CN (1) CN110678930B (en)
AU (1) AU2018375214A1 (en)
BR (1) BR112019024537A2 (en)
CA (1) CA3061736A1 (en)
MX (1) MX2019014285A (en)
SG (1) SG11201910041WA (en)
WO (1) WO2019109089A1 (en)
ZA (1) ZA201907298B (en)

Families Citing this family (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111863126B (en) * 2020-05-28 2024-03-26 上海市生物医药技术研究院 Method for constructing colorectal tumor state evaluation model and application
CN111640508B (en) * 2020-05-28 2023-08-01 上海市生物医药技术研究院 Method and application of pan-tumor targeted drug sensitivity state assessment model constructed based on high-throughput sequencing data and clinical phenotypes
CN111755073B (en) * 2020-05-31 2022-11-15 复旦大学 Transcriptome-based PD-1 therapy treatment effect prediction system
CN113095440B (en) * 2020-09-01 2022-05-17 电子科技大学 Training data generation method based on metalearner and causal effect heterogeneous reaction difference estimation method
IL310769A (en) * 2021-08-11 2024-04-01 Oncohost Ltd Predicting patient response
CN114694745A (en) * 2022-03-24 2022-07-01 至本医疗科技(上海)有限公司 Method, apparatus, computer device and storage medium for predicting an immune efficacy
WO2023230321A1 (en) * 2022-05-27 2023-11-30 Cofactor Genomics, Inc. Machine learning systems and methods for gene set enrichment analysis and scoring

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20110106740A1 (en) * 2002-05-24 2011-05-05 University Of South Florida Tissue classification method for diagnosis and treatment of tumors
CA2952181A1 (en) * 2014-05-28 2015-12-03 Dana-Farber Cancer Institute, Inc. Activating jak kinase biomarkers predictive of anti-immune checkpoint inhibitor response
CN104573410A (en) * 2015-01-20 2015-04-29 合肥工业大学 Cancer chemosensitivity prediction technique based on molecular subnet and random forest classifier
WO2017167942A1 (en) * 2016-03-31 2017-10-05 Pamgene Bv Method for predicting the response of melanoma patients to a medicament
EP3458612B1 (en) * 2016-05-17 2023-11-15 Genecentric Therapeutics, Inc. Methods for subtyping of lung adenocarcinoma

Also Published As

Publication number Publication date
MX2019014285A (en) 2020-01-27
CN110678930B (en) 2023-06-20
NZ759413A (en) 2022-03-25
EP3616205A1 (en) 2020-03-04
BR112019024537A2 (en) 2020-06-09
RU2019135697A (en) 2022-01-04
CN110678930A (en) 2020-01-10
CA3061736A1 (en) 2019-06-06
KR20200093437A (en) 2020-08-05
JP2021505976A (en) 2021-02-18
WO2019109089A1 (en) 2019-06-06
SG11201910041WA (en) 2019-11-28
AU2018375214A1 (en) 2019-12-12
JP7429539B2 (en) 2024-02-08

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