^DATABASE = GeoMiame !Database_name = Gene Expression Omnibus (GEO) !Database_institute = NCBI NLM NIH !Database_web_link = http://www.ncbi.nlm.nih.gov/geo !Database_email = geo@ncbi.nlm.nih.gov ^SERIES = GSE158241 !Series_title = scRNAseq of DIO-NASH mouse livers !Series_geo_accession = GSE158241 !Series_status = Public on Sep 19 2020 !Series_submission_date = Sep 18 2020 !Series_last_update_date = Sep 21 2020 !Series_summary = To improve the understanding of the complex biological processes underlying the development of non-alcoholic steatohepatitis (NASH), a multi-omics approach combining bulk RNA-sequencing based transcriptomics, quantitative proteomics and single-cell RNA-sequencing was used to characterize tissue biopsies from histologically validated diet-induced obese (DIO) NASH mice compared to chow-fed controls. Bulk RNA-sequencing and proteomics showed a clear distinction between phenotypes and a good correspondence between mRNA and protein level regulations, apart from specific regulatory events discovered by each technology. Transcriptomics-based gene set enrichment analysis revealed changes associated with key clinical manifestations of NASH, including impaired lipid metabolism, increased extracellular matrix formation/remodeling and pro-inflammatory responses, whereas proteomics-based gene set enrichment analysis pinpointed metabolic pathway perturbations. Integration with single-cell RNA-sequencing data identified key regulated cell types involved in development of NASH demonstrating the cellular heterogeneity and complexity of NASH pathogenesis. !Series_overall_design = Examination of liver biopsies from 4 healthy and 2 DIO-NASH mice. !Series_type = Expression profiling by high throughput sequencing !Series_contributor = Kristoffer,G,Rigbolt !Series_contributor = Helene,,Ægidius !Series_sample_id = GSM4795784 !Series_sample_id = GSM4795785 !Series_sample_id = GSM4795786 !Series_sample_id = GSM4795787 !Series_sample_id = GSM4795788 !Series_sample_id = GSM4795789 !Series_contact_name = Kristoffer,G,Rigbolt !Series_contact_email = kri@gubra.dk !Series_contact_institute = Gubra !Series_contact_address = Hørsholm Kongevej 11B !Series_contact_city = Hørsholm !Series_contact_zip/postal_code = 2970 !Series_contact_country = Denmark !Series_supplementary_file = ftp://ftp.ncbi.nlm.nih.gov/geo/series/GSE158nnn/GSE158241/suppl/GSE158241_RAW.tar !Series_platform_id = GPL19057 !Series_platform_taxid = 10090 !Series_sample_taxid = 10090 !Series_relation = BioProject: https://www.ncbi.nlm.nih.gov/bioproject/PRJNA664408 !Series_relation = SRA: https://www.ncbi.nlm.nih.gov/sra?term=SRP283908 ^PLATFORM = GPL19057 !Platform_title = Illumina NextSeq 500 (Mus musculus) !Platform_geo_accession = GPL19057 !Platform_status = Public on Aug 07 2014 !Platform_submission_date = Aug 07 2014 !Platform_last_update_date = Mar 25 2019 !Platform_technology = high-throughput sequencing !Platform_distribution = virtual !Platform_organism = Mus musculus !Platform_taxid = 10090 !Platform_contact_name = ,,GEO !Platform_contact_country = USA !Platform_data_row_count = 0 ^SAMPLE = GSM4795784 !Sample_title = Lean-chow 1 !Sample_geo_accession = GSM4795784 !Sample_status = Public on Sep 19 2020 !Sample_submission_date = Sep 18 2020 !Sample_last_update_date = Sep 20 2020 !Sample_type = SRA !Sample_channel_count = 1 !Sample_source_name_ch1 = Liver biopsy !Sample_organism_ch1 = Mus musculus !Sample_taxid_ch1 = 10090 !Sample_characteristics_ch1 = strain: C57BL/6 !Sample_characteristics_ch1 = tissue: Liver !Sample_characteristics_ch1 = diagnosis: Healthy !Sample_molecule_ch1 = total RNA !Sample_extract_protocol_ch1 = RNA extraction was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_extract_protocol_ch1 = Library preparation was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_description = scRNA-seq !Sample_description = 10x polyA RNA !Sample_data_processing = Basecalling software: bcl2fastq v2.20.0.422. !Sample_data_processing = Alignment and preprocessing: CellRanger (v. 1.1.0, 10x Genomics) software. !Sample_data_processing = Cell filtering and normalization: Seurat R package (v. 3.1.1). !Sample_data_processing = Genome_build: GRCm38 v89 !Sample_data_processing = Supplementary_files_format_and_content: *.txt: Tab-delimited text files include normalized expression values for each sample. !Sample_platform_id = GPL19057 !Sample_contact_name = Kristoffer,G,Rigbolt !Sample_contact_email = kri@gubra.dk !Sample_contact_institute = Gubra !Sample_contact_address = Hørsholm Kongevej 11B !Sample_contact_city = Hørsholm !Sample_contact_zip/postal_code = 2970 !Sample_contact_country = Denmark !Sample_instrument_model = Illumina NextSeq 500 !Sample_library_selection = cDNA !Sample_library_source = transcriptomic !Sample_library_strategy = RNA-Seq !Sample_relation = BioSample: https://www.ncbi.nlm.nih.gov/biosample/SAMN16213524 !Sample_relation = SRA: https://www.ncbi.nlm.nih.gov/sra?term=SRX9152931 !Sample_supplementary_file_1 = ftp://ftp.ncbi.nlm.nih.gov/geo/samples/GSM4795nnn/GSM4795784/suppl/GSM4795784_Lean-chow1.txt.gz !Sample_series_id = GSE158241 !Sample_data_row_count = 0 ^SAMPLE = GSM4795785 !Sample_title = Lean-chow 2 !Sample_geo_accession = GSM4795785 !Sample_status = Public on Sep 19 2020 !Sample_submission_date = Sep 18 2020 !Sample_last_update_date = Sep 20 2020 !Sample_type = SRA !Sample_channel_count = 1 !Sample_source_name_ch1 = Liver biopsy !Sample_organism_ch1 = Mus musculus !Sample_taxid_ch1 = 10090 !Sample_characteristics_ch1 = strain: C57BL/6 !Sample_characteristics_ch1 = tissue: Liver !Sample_characteristics_ch1 = diagnosis: Healthy !Sample_molecule_ch1 = total RNA !Sample_extract_protocol_ch1 = RNA extraction was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_extract_protocol_ch1 = Library preparation was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_description = scRNA-seq !Sample_description = 10x polyA RNA !Sample_data_processing = Basecalling software: bcl2fastq v2.20.0.422. !Sample_data_processing = Alignment and preprocessing: CellRanger (v. 1.1.0, 10x Genomics) software. !Sample_data_processing = Cell filtering and normalization: Seurat R package (v. 3.1.1). !Sample_data_processing = Genome_build: GRCm38 v89 !Sample_data_processing = Supplementary_files_format_and_content: *.txt: Tab-delimited text files include normalized expression values for each sample. !Sample_platform_id = GPL19057 !Sample_contact_name = Kristoffer,G,Rigbolt !Sample_contact_email = kri@gubra.dk !Sample_contact_institute = Gubra !Sample_contact_address = Hørsholm Kongevej 11B !Sample_contact_city = Hørsholm !Sample_contact_zip/postal_code = 2970 !Sample_contact_country = Denmark !Sample_instrument_model = Illumina NextSeq 500 !Sample_library_selection = cDNA !Sample_library_source = transcriptomic !Sample_library_strategy = RNA-Seq !Sample_relation = BioSample: https://www.ncbi.nlm.nih.gov/biosample/SAMN16213523 !Sample_relation = SRA: https://www.ncbi.nlm.nih.gov/sra?term=SRX9152932 !Sample_supplementary_file_1 = ftp://ftp.ncbi.nlm.nih.gov/geo/samples/GSM4795nnn/GSM4795785/suppl/GSM4795785_Lean-chow2.txt.gz !Sample_series_id = GSE158241 !Sample_data_row_count = 0 ^SAMPLE = GSM4795786 !Sample_title = Lean-chow 3 !Sample_geo_accession = GSM4795786 !Sample_status = Public on Sep 19 2020 !Sample_submission_date = Sep 18 2020 !Sample_last_update_date = Sep 20 2020 !Sample_type = SRA !Sample_channel_count = 1 !Sample_source_name_ch1 = Liver biopsy !Sample_organism_ch1 = Mus musculus !Sample_taxid_ch1 = 10090 !Sample_characteristics_ch1 = strain: C57BL/6 !Sample_characteristics_ch1 = tissue: Liver !Sample_characteristics_ch1 = diagnosis: Healthy !Sample_molecule_ch1 = total RNA !Sample_extract_protocol_ch1 = RNA extraction was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_extract_protocol_ch1 = Library preparation was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_description = scRNA-seq !Sample_description = 10x polyA RNA !Sample_data_processing = Basecalling software: bcl2fastq v2.20.0.422. !Sample_data_processing = Alignment and preprocessing: CellRanger (v. 1.1.0, 10x Genomics) software. !Sample_data_processing = Cell filtering and normalization: Seurat R package (v. 3.1.1). !Sample_data_processing = Genome_build: GRCm38 v89 !Sample_data_processing = Supplementary_files_format_and_content: *.txt: Tab-delimited text files include normalized expression values for each sample. !Sample_platform_id = GPL19057 !Sample_contact_name = Kristoffer,G,Rigbolt !Sample_contact_email = kri@gubra.dk !Sample_contact_institute = Gubra !Sample_contact_address = Hørsholm Kongevej 11B !Sample_contact_city = Hørsholm !Sample_contact_zip/postal_code = 2970 !Sample_contact_country = Denmark !Sample_instrument_model = Illumina NextSeq 500 !Sample_library_selection = cDNA !Sample_library_source = transcriptomic !Sample_library_strategy = RNA-Seq !Sample_relation = BioSample: https://www.ncbi.nlm.nih.gov/biosample/SAMN16213522 !Sample_relation = SRA: https://www.ncbi.nlm.nih.gov/sra?term=SRX9152933 !Sample_supplementary_file_1 = ftp://ftp.ncbi.nlm.nih.gov/geo/samples/GSM4795nnn/GSM4795786/suppl/GSM4795786_Lean-chow3.txt.gz !Sample_series_id = GSE158241 !Sample_data_row_count = 0 ^SAMPLE = GSM4795787 !Sample_title = Lean-chow 4 !Sample_geo_accession = GSM4795787 !Sample_status = Public on Sep 19 2020 !Sample_submission_date = Sep 18 2020 !Sample_last_update_date = Sep 20 2020 !Sample_type = SRA !Sample_channel_count = 1 !Sample_source_name_ch1 = Liver biopsy !Sample_organism_ch1 = Mus musculus !Sample_taxid_ch1 = 10090 !Sample_characteristics_ch1 = strain: C57BL/6 !Sample_characteristics_ch1 = tissue: Liver !Sample_characteristics_ch1 = diagnosis: Healthy !Sample_molecule_ch1 = total RNA !Sample_extract_protocol_ch1 = RNA extraction was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_extract_protocol_ch1 = Library preparation was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_description = scRNA-seq !Sample_description = 10x polyA RNA !Sample_data_processing = Basecalling software: bcl2fastq v2.20.0.422. !Sample_data_processing = Alignment and preprocessing: CellRanger (v. 1.1.0, 10x Genomics) software. !Sample_data_processing = Cell filtering and normalization: Seurat R package (v. 3.1.1). !Sample_data_processing = Genome_build: GRCm38 v89 !Sample_data_processing = Supplementary_files_format_and_content: *.txt: Tab-delimited text files include normalized expression values for each sample. !Sample_platform_id = GPL19057 !Sample_contact_name = Kristoffer,G,Rigbolt !Sample_contact_email = kri@gubra.dk !Sample_contact_institute = Gubra !Sample_contact_address = Hørsholm Kongevej 11B !Sample_contact_city = Hørsholm !Sample_contact_zip/postal_code = 2970 !Sample_contact_country = Denmark !Sample_instrument_model = Illumina NextSeq 500 !Sample_library_selection = cDNA !Sample_library_source = transcriptomic !Sample_library_strategy = RNA-Seq !Sample_relation = BioSample: https://www.ncbi.nlm.nih.gov/biosample/SAMN16213521 !Sample_relation = SRA: https://www.ncbi.nlm.nih.gov/sra?term=SRX9152934 !Sample_supplementary_file_1 = ftp://ftp.ncbi.nlm.nih.gov/geo/samples/GSM4795nnn/GSM4795787/suppl/GSM4795787_Lean-chow4.txt.gz !Sample_series_id = GSE158241 !Sample_data_row_count = 0 ^SAMPLE = GSM4795788 !Sample_title = DIO-NASH 1 !Sample_geo_accession = GSM4795788 !Sample_status = Public on Sep 19 2020 !Sample_submission_date = Sep 18 2020 !Sample_last_update_date = Sep 20 2020 !Sample_type = SRA !Sample_channel_count = 1 !Sample_source_name_ch1 = Liver biopsy !Sample_organism_ch1 = Mus musculus !Sample_taxid_ch1 = 10090 !Sample_characteristics_ch1 = strain: C57BL/6 !Sample_characteristics_ch1 = tissue: Liver !Sample_characteristics_ch1 = diagnosis: DIO-NASH !Sample_molecule_ch1 = total RNA !Sample_extract_protocol_ch1 = RNA extraction was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_extract_protocol_ch1 = Library preparation was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_description = scRNA-seq !Sample_description = 10x polyA RNA !Sample_data_processing = Basecalling software: bcl2fastq v2.20.0.422. !Sample_data_processing = Alignment and preprocessing: CellRanger (v. 1.1.0, 10x Genomics) software. !Sample_data_processing = Cell filtering and normalization: Seurat R package (v. 3.1.1). !Sample_data_processing = Genome_build: GRCm38 v89 !Sample_data_processing = Supplementary_files_format_and_content: *.txt: Tab-delimited text files include normalized expression values for each sample. !Sample_platform_id = GPL19057 !Sample_contact_name = Kristoffer,G,Rigbolt !Sample_contact_email = kri@gubra.dk !Sample_contact_institute = Gubra !Sample_contact_address = Hørsholm Kongevej 11B !Sample_contact_city = Hørsholm !Sample_contact_zip/postal_code = 2970 !Sample_contact_country = Denmark !Sample_instrument_model = Illumina NextSeq 500 !Sample_library_selection = cDNA !Sample_library_source = transcriptomic !Sample_library_strategy = RNA-Seq !Sample_relation = BioSample: https://www.ncbi.nlm.nih.gov/biosample/SAMN16213520 !Sample_relation = SRA: https://www.ncbi.nlm.nih.gov/sra?term=SRX9152935 !Sample_supplementary_file_1 = ftp://ftp.ncbi.nlm.nih.gov/geo/samples/GSM4795nnn/GSM4795788/suppl/GSM4795788_DIO-NASH1.txt.gz !Sample_series_id = GSE158241 !Sample_data_row_count = 0 ^SAMPLE = GSM4795789 !Sample_title = DIO-NASH 2 !Sample_geo_accession = GSM4795789 !Sample_status = Public on Sep 19 2020 !Sample_submission_date = Sep 18 2020 !Sample_last_update_date = Sep 20 2020 !Sample_type = SRA !Sample_channel_count = 1 !Sample_source_name_ch1 = Liver biopsy !Sample_organism_ch1 = Mus musculus !Sample_taxid_ch1 = 10090 !Sample_characteristics_ch1 = strain: C57BL/6 !Sample_characteristics_ch1 = tissue: Liver !Sample_characteristics_ch1 = diagnosis: DIO-NASH !Sample_molecule_ch1 = total RNA !Sample_extract_protocol_ch1 = RNA extraction was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_extract_protocol_ch1 = Library preparation was performed using the 10x Genomics Single-cell 3′ v2 Reagent Kit. !Sample_description = scRNA-seq !Sample_description = 10x polyA RNA !Sample_data_processing = Basecalling software: bcl2fastq v2.20.0.422. !Sample_data_processing = Alignment and preprocessing: CellRanger (v. 1.1.0, 10x Genomics) software. !Sample_data_processing = Cell filtering and normalization: Seurat R package (v. 3.1.1). !Sample_data_processing = Genome_build: GRCm38 v89 !Sample_data_processing = Supplementary_files_format_and_content: *.txt: Tab-delimited text files include normalized expression values for each sample. !Sample_platform_id = GPL19057 !Sample_contact_name = Kristoffer,G,Rigbolt !Sample_contact_email = kri@gubra.dk !Sample_contact_institute = Gubra !Sample_contact_address = Hørsholm Kongevej 11B !Sample_contact_city = Hørsholm !Sample_contact_zip/postal_code = 2970 !Sample_contact_country = Denmark !Sample_instrument_model = Illumina NextSeq 500 !Sample_library_selection = cDNA !Sample_library_source = transcriptomic !Sample_library_strategy = RNA-Seq !Sample_relation = BioSample: https://www.ncbi.nlm.nih.gov/biosample/SAMN16213519 !Sample_relation = SRA: https://www.ncbi.nlm.nih.gov/sra?term=SRX9152936 !Sample_supplementary_file_1 = ftp://ftp.ncbi.nlm.nih.gov/geo/samples/GSM4795nnn/GSM4795789/suppl/GSM4795789_DIO-NASH2.txt.gz !Sample_series_id = GSE158241 !Sample_data_row_count = 0