Title:
SINGLE CELL TRANSCRIPTOME COMPUTATION AND ANALYSIS METHOD AND SYSTEM INCORPORATING DEEP LEARNING MODEL
Document Type and Number:
WIPO Patent Application WO/2022/188785
Kind Code:
A1
Abstract:
Provided are a single cell transcriptome computation and analysis method and system incorporating a deep learning model. Specifically, provided is an polyadenylation site (PAS) detection method and system based on an incorporated deep learning model, as well as a polyadenylation site detection and cell typing analysis method and system (the SCAPTURE method and system) used on single cell sequencing data. In the SCAPTURE system of the present invention, a deep learning model is constructed and incorporated, implementing highly accurate and non-position dependent polyadenylation site prediction, and used for filtering whole genome level high confidence polyadenylation sites; single cell transcriptome sequencing data can also be used to identify, from the beginning, whole genome level polyadenylation sites by means of detecting sequencing read distribution peaks of a whole genome region; also, different transcripts and differential expression thereof of a same gene can be identified on the basis of polyadenylation sites, and thus same is applied to single cell typing and analysis.
Inventors:
YANG LI (CN)
LI GUOWEI (CN)
NAN FANG (CN)
YUAN GUOHUA (CN)
LI GUOWEI (CN)
NAN FANG (CN)
YUAN GUOHUA (CN)
Application Number:
PCT/CN2022/079788
Publication Date:
September 15, 2022
Filing Date:
March 08, 2022
Export Citation:
Assignee:
SHANGHAI INST OF NUTRITION AND HEALTH CHINESE ACADEMY OF SCIENCES (CN)
International Classes:
G16B5/00
Foreign References:
CN111192631A | 2020-05-22 | |||
CN110322925A | 2019-10-11 | |||
CN111081311A | 2020-04-28 | |||
CN110010201A | 2019-07-12 | |||
CN110910950A | 2020-03-24 | |||
CN111755071A | 2020-10-09 | |||
US20200098448A1 | 2020-03-26 |
Attorney, Agent or Firm:
XU&PARTNERS, LLC. (CN)
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