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Series GSE270654 Query DataSets for GSE270654
Status Public on Aug 23, 2024
Title Multi-omics analyses and machine learning prediction of oviductal responses in the presence of gametes and embryos
Organism Mus musculus
Experiment type Expression profiling by high throughput sequencing
Summary The oviduct is the site of fertilization and preimplantation embryo development in mammals. Evidence suggests that gametes alter oviductal gene expression. To delineate the adaptive interactions between the oviduct and gamete/embryo, we performed a multi-omics characterization of oviductal tissues utilizing bulk RNA-sequencing (RNA-seq), single-cell RNA-sequencing (scRNA-seq), and proteomics collected from distal and proximal at various stages after mating in mice. We observed robust region-specific transcriptional signatures. Specifically, the presence of sperm induces genes involved in pro-inflammatory responses in the proximal region at 0.5 days post-coitus (dpc). Genes involved in inflammatory responses were produced specifically by secretory epithelial cells in the oviduct. At 1.5 and 2.5 dpc, genes involved in pyruvate and glycolysis were enriched in the proximal region, potentially providing metabolic support for developing embryos. Abundant proteins in the oviductal fluid were differentially observed between naturally fertilized and superovulated samples. RNA-seq data were used to identify transcription factors predicted to influence protein abundance in the proteomic data via a novel machine learning model based on transformers of integrating transcriptomics and proteomics data. The transformers identified influential transcription factors and correlated predictive protein expressions in alignment with the in vivo-derived data. In conclusion, our multi-omics characterization and subsequent in vivo confirmation of proteins/RNAs indicate that the oviduct is adaptive and responsive to the presence of sperm and embryos in a spatiotemporal manner.
 
Overall design Adult C57B6/J wild-type female mice were mated with either vasectomized or proven breeder males. In some cases, females were superovualted with pregnant mare's serum gonadotropin (PMSG) and human chorionic gonadotrpin (hCG) before mating. The oviduct tissues were collected at 0.5, 1.5, 2.5, and 3.5 days post coitus (dpc) or in some case days of pseudopregnancy (dpp). The oviducts were dissected into infundibulum+ampulla (IA) or isthmus+uterotubal junction (IU) regions. Samples were then processed for bulk RNA-sequencing or single cell RNA-sequencing.
Web link https://elifesciences.org/reviewed-preprints/100705
 
Contributor(s) Finnerty RM, Carulli DJ, Hedge A, Wang Y, Baodu F, Winuthayanon S, Cheng J, Winuthayanon W
Citation(s) 38915688
NIH grant(s)
Grant ID Grant title Affiliation Name
R01 HD097087 The actions of steroid hormones on oviduct function UNIVERSITY OF MISSOURI-COLUMBIA Wipawee Winuthayanon
Submission date Jun 24, 2024
Last update date Nov 25, 2024
Contact name Wipawee Winuthayanon
Organization name University of Missouri
Department OB/GYN & Women's Health
Street address 1030 Hitt Street
City Columbia
State/province Missouri
ZIP/Postal code 65211
Country USA
 
Platforms (1)
GPL24247 Illumina NovaSeq 6000 (Mus musculus)
Samples (62)
GSM8349390 Estrus, IA, Rep1
GSM8349391 Estrus, IA, Rep2
GSM8349392 Estrus, IA, Rep3
Relations
BioProject PRJNA1127630

Download family Format
SOFT formatted family file(s) SOFTHelp
MINiML formatted family file(s) MINiMLHelp
Series Matrix File(s) TXTHelp

Supplementary file Size Download File type/resource
GSE270654_SO_0_5_IA.h5ad 158.2 Mb (ftp)(http) H5AD
GSE270654_SO_0_5_IU.h5ad 146.6 Mb (ftp)(http) H5AD
GSE270654_SO_1_5_IA.h5ad 349.9 Mb (ftp)(http) H5AD
GSE270654_SO_1_5_IU.h5ad 259.5 Mb (ftp)(http) H5AD
GSE270654_SO_2_5_IA.h5ad 197.5 Mb (ftp)(http) H5AD
GSE270654_SO_2_5_IU.h5ad 171.7 Mb (ftp)(http) H5AD
GSE270654_SO_Estrus_IA.h5ad 303.9 Mb (ftp)(http) H5AD
GSE270654_SO_Estrus_IU.h5ad 278.0 Mb (ftp)(http) H5AD
GSE270654_TPM_Estrus.csv.gz 1.2 Mb (ftp)(http) CSV
GSE270654_TPM_Pregnancy.csv.gz 8.9 Mb (ftp)(http) CSV
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