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Sample GSM5532010 Query DataSets for GSM5532010
Status Public on Jun 30, 2023
Title S27
Sample type SRA
Source name plasma
Organism Homo sapiens
Characteristics tissue: plasma
age: 27
gender: male
disease state: healthy
Extracted molecule total RNA
Extraction protocol Total RNA was extracted from plasma samples using the Qiagen miRNeasy Serum/Plasma Kit. Briefly, frozen plasma samples were thawed, vortexed and centrifuged for 16000 x g in 10 minutes and 50 µl was used for RNA extraction following the manufacturer’s protocol. Purified RNA was eluted in 50µl H2O and saved at -80C.
4 µl of purified RNA was used in a Small-seq protocol to construct the libraries (Hagemann-Jensen et al., 2018). Small RNA libraries were pooled and sequenced using an Illumina HiSeq 3000 platform for 100 bp single read.
Library strategy ncRNA-Seq
Library source transcriptomic
Library selection size fractionation
Instrument model Illumina HiSeq 3000
Description 27_S84_L001_R1_001
Data processing Reads were mapped to 202,272 Ensembl transcript IDs using the Smallseq data analysis pipeline (Hagemann-Jensen et al., 2018), and to 4,121 transfer RNA fragments (tRF) using the MINTmap pipeline (Loher et al., 2017).
Only small RNA with read counts higher than 1 in more than 20% of samples were kept, resulting in a list of 4,767 small RNA.
Counts were rounded and data normalization and differential expression analysis was performed with the DESeq2 package (version 1.26.0) (Love et al. 2014). Small RNA levels were used as the dependent variable and chronological age as the explanatory variable. A local fit was used for estimating dispersions. Size factor normalized small RNA counts were obtained using the counts functions with arguments normalized = T.
After DESeq2 analysis, small RNA with unclear transcripts biotypes were removed from all analysis since they indicate potential degradation products (i.e. protein coding, lncRNA, processed transcript, retained intron, …). Transcript biotypes were defined using the biomaRt package (version 2.42.0) (Durinck et al. 2005). A total of 587 small RNA were kept after this filtering step, of which 276 were significantly associated with age at an FDR threshold of 0.2.
Genome_build: hg38
Supplementary_files_format_and_content: raw_counts_Smallseq_Ensembl.txt (raw counts)
Supplementary_files_format_and_content: raw_counts_MINTmap_tRF.txt (raw counts)
Supplementary_files_format_and_content: DESeq2_normalized_counts.xlsx (normalized counts)
Supplementary_files_format_and_content: DESeq2_small_RNA_association_with_age.xlsx (significance table)
Submission date Aug 23, 2021
Last update date Jun 30, 2023
Contact name Christian Günter Riedel
Organization name Karolinska Institute
Department Biosciences and Nutrition
Lab Riedel
Street address Blickagången 16 (Neo Building, 6th floor)
City Huddinge
State/province Stockholm
ZIP/Postal code SE-141 57
Country Sweden
Platform ID GPL21290
Series (1)
GSE182598 Age prediction from human blood plasma using proteomic and small RNA data: a comparative analysis
BioSample SAMN20931558
SRA SRX11865136

Supplementary data files not provided
SRA Run SelectorHelp
Raw data are available in SRA
Processed data are available on Series record

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