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Clinical

Next generation sequencing of human immune cell subsets across diseases - GSE60424

Purpose

This study compared whole transcriptome signatures of 6 immune cell subsets and whole blood from patients with an array of immune-associated diseases. Fresh blood samples were collected from healthy subjects and subjects diagnosed type 1 diabetes, amyotrophic lateral sclerosis, and sepsis, as well as multiple sclerosis patients before and 24 hours after the first treatment with IFN-beta. At the time of blood draw, an aliquot of whole blood was collected into a Tempus tube (Invitrogen), while the remainder of the primary fresh blood sample was processed to highly pure populations of neutrophils, monocytes, B cells, CD4 T cells, CD8 T cells, and natural killer cells. RNA was extracted from each of these cell subsets, as well as the whole blood samples, and processed into RNA sequencing (RNAseq) libraries (Illumina TruSeq). Sequencing libraries were analyzed on an Illumina HiScan, with a target read depth of ~20M reads. Reads were demultiplexed, mapped to human gene models (ENSEMBL), and tabulated using HTSeq. Read count data were normalized by the TMM procedure (edgeR package).

Hypothesis

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Experimental Design

We performed whole genome RNAseq profiling of immune cell subsets and whole blood from subjects with an array of immune-associated diseases.

Experimental Variables

Type 1 diabetes (2021 ICD-10-CM code* = E10)

Amyotrophic lateral sclerosis (2021 ICD-10-CM code* = G12.21)

Sepsis (2021 ICD-10-CM code* = A41)

Multiple sclerosis (2021 ICD-10-CM code* = G35)

Controls

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Methods

fastq files were created from .bcl files via Illumina's CASAVA 1.8.2

reads were aligned to Hg19 via Omicsoft sequence aligner (OSA) version 2.0.1

gene counts were generated by HTSeq version 0.5.4p3

TMMs were generated with Bioconductor package EdgeR

Genome_build: Hg19

Additional Information

https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE60424

RNA-seq
Illumina HiScan
134 Samples Loaded: 134
Human (Homo sapiens)
Whole Blood
Type 1 diabetes, Amyotrophic lateral sclerosis, sepsis, and multiple sclerosis
Sample Set Spreadsheet
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Samples Preview
Sample ID Cell type Grouping Subjects
lib221 Whole Blood Whole Blood-Healthy Control Healthy Control
lib222 Whole Blood Whole Blood-MS pretreatment MS pretreatment
lib223 Whole Blood Whole Blood-MS posttreatment MS posttreatment
lib224 Whole Blood Whole Blood-Type 1 Diabetes Type 1 Diabetes
lib225 Whole Blood Whole Blood-Type 1 Diabetes Type 1 Diabetes
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File
Grouping_Info.csv
Sample Set Spreadsheet
Grouping_Info.csv
Sample Set Spreadsheet
sampleset4000098_sampleannotations.csv
Sample Set Spreadsheet
Log2 Transformed
Log2 Transformed
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Sample ID Cell type Grouping Subjects
lib221
Whole Blood
Whole Blood-Healthy Control
Healthy Control
lib222
Whole Blood
Whole Blood-MS pretreatment
MS pretreatment
lib223
Whole Blood
Whole Blood-MS posttreatment
MS posttreatment
lib224
Whole Blood
Whole Blood-Type 1 Diabetes
Type 1 Diabetes
lib225
Whole Blood
Whole Blood-Type 1 Diabetes
Type 1 Diabetes
lib226
Neutrophils
Neutrophils-Healthy Control
Healthy Control
lib227
Monocytes
Monocytes-Healthy Control
Healthy Control
lib228
B-cells
B-cells-Healthy Control
Healthy Control
lib229
CD4
CD4-Healthy Control
Healthy Control
lib230
CD8
CD8-Healthy Control
Healthy Control
lib231
NK
NK-Healthy Control
Healthy Control
lib232
Neutrophils
Neutrophils-MS pretreatment
MS pretreatment
lib233
Monocytes
Monocytes-MS pretreatment
MS pretreatment
lib234
B-cells
B-cells-MS pretreatment
MS pretreatment
lib235
CD4
CD4-MS pretreatment
MS pretreatment
lib236
CD8
CD8-MS pretreatment
MS pretreatment
lib237
Neutrophils
Neutrophils-MS posttreatment
MS posttreatment
lib238
Monocytes
Monocytes-MS posttreatment
MS posttreatment
lib239
B-cells
B-cells-MS posttreatment
MS posttreatment
lib240
CD4
CD4-MS posttreatment
MS posttreatment
lib241
CD8
CD8-MS posttreatment
MS posttreatment
lib242
Neutrophils
Neutrophils-Type 1 Diabetes
Type 1 Diabetes
lib243
Monocytes
Monocytes-Type 1 Diabetes
Type 1 Diabetes
lib244
B-cells
B-cells-Type 1 Diabetes
Type 1 Diabetes
lib245
CD4
CD4-Type 1 Diabetes
Type 1 Diabetes
lib246
CD8
CD8-Type 1 Diabetes
Type 1 Diabetes
lib247
NK
NK-Type 1 Diabetes
Type 1 Diabetes
lib248
Neutrophils
Neutrophils-Type 1 Diabetes
Type 1 Diabetes
lib249
Monocytes
Monocytes-Type 1 Diabetes
Type 1 Diabetes
lib250
B-cells
B-cells-Type 1 Diabetes
Type 1 Diabetes
lib251
CD4
CD4-Type 1 Diabetes
Type 1 Diabetes
lib252
CD8
CD8-Type 1 Diabetes
Type 1 Diabetes
lib253
Neutrophils
Neutrophils-Sepsis
Sepsis
lib254
Monocytes
Monocytes-Sepsis
Sepsis
lib255
B-cells
B-cells-Sepsis
Sepsis
lib256
CD4
CD4-Sepsis
Sepsis
lib257
CD8
CD8-Sepsis
Sepsis
lib258
NK
NK-Sepsis
Sepsis
lib259
Whole Blood
Whole Blood-Sepsis
Sepsis
lib260
Neutrophils
Neutrophils-Sepsis
Sepsis
lib261
Monocytes
Monocytes-Sepsis
Sepsis
lib262
B-cells
B-cells-Sepsis
Sepsis
lib263
CD4
CD4-Sepsis
Sepsis
lib264
CD8
CD8-Sepsis
Sepsis
lib265
Whole Blood
Whole Blood-Sepsis
Sepsis
lib266
Neutrophils
Neutrophils-Sepsis
Sepsis
lib267
Monocytes
Monocytes-Sepsis
Sepsis
lib268
B-cells
B-cells-Sepsis
Sepsis
lib269
CD4
CD4-Sepsis
Sepsis
lib270
CD8
CD8-Sepsis
Sepsis
lib271
NK
NK-Sepsis
Sepsis
lib272
Whole Blood
Whole Blood-Sepsis
Sepsis
lib273
Neutrophils
Neutrophils-MS pretreatment
MS pretreatment
lib274
Monocytes
Monocytes-MS pretreatment
MS pretreatment
lib275
B-cells
B-cells-MS pretreatment
MS pretreatment
lib276
CD4
CD4-MS pretreatment
MS pretreatment
lib277
CD8
CD8-MS pretreatment
MS pretreatment
lib278
NK
NK-MS pretreatment
MS pretreatment
lib279
Whole Blood
Whole Blood-MS pretreatment
MS pretreatment
lib280
Neutrophils
Neutrophils-MS posttreatment
MS posttreatment
lib281
Monocytes
Monocytes-MS posttreatment
MS posttreatment
lib282
B-cells
B-cells-MS posttreatment
MS posttreatment
lib283
CD4
CD4-MS posttreatment
MS posttreatment
lib284
CD8
CD8-MS posttreatment
MS posttreatment
lib285
NK
NK-MS posttreatment
MS posttreatment
lib286
Whole Blood
Whole Blood-MS posttreatment
MS posttreatment
lib288
Neutrophils
Neutrophils-Healthy Control
Healthy Control
lib289
Monocytes
Monocytes-Healthy Control
Healthy Control
lib290
B-cells
B-cells-Healthy Control
Healthy Control
lib291
CD4
CD4-Healthy Control
Healthy Control
lib292
CD8
CD8-Healthy Control
Healthy Control
lib293
NK
NK-Healthy Control
Healthy Control
lib294
Whole Blood
Whole Blood-Healthy Control
Healthy Control
lib295
Neutrophils
Neutrophils-Healthy Control
Healthy Control
lib296
Monocytes
Monocytes-Healthy Control
Healthy Control
lib297
B-cells
B-cells-Healthy Control
Healthy Control
lib298
CD4
CD4-Healthy Control
Healthy Control
lib299
CD8
CD8-Healthy Control
Healthy Control
lib300
NK
NK-Healthy Control
Healthy Control
lib301
Whole Blood
Whole Blood-Healthy Control
Healthy Control
lib302
Neutrophils
Neutrophils-ALS
ALS
lib303
Monocytes
Monocytes-ALS
ALS
lib304
B-cells
B-cells-ALS
ALS
lib305
CD4
CD4-ALS
ALS
lib306
CD8
CD8-ALS
ALS
lib307
NK
NK-ALS
ALS
lib308
Whole Blood
Whole Blood-ALS
ALS
lib309
Neutrophils
Neutrophils-Healthy Control
Healthy Control
lib310
Monocytes
Monocytes-Healthy Control
Healthy Control
lib311
B-cells
B-cells-Healthy Control
Healthy Control
lib312
CD4
CD4-Healthy Control
Healthy Control
lib313
CD8
CD8-Healthy Control
Healthy Control
lib314
NK
NK-Healthy Control
Healthy Control
lib315
Whole Blood
Whole Blood-Healthy Control
Healthy Control
lib316
Neutrophils
Neutrophils-ALS
ALS
lib317
Monocytes
Monocytes-ALS
ALS
lib318
B-cells
B-cells-ALS
ALS
lib319
CD4
CD4-ALS
ALS
lib320
CD8
CD8-ALS
ALS
lib321
NK
NK-ALS
ALS
lib322
Whole Blood
Whole Blood-ALS
ALS
lib323
Neutrophils
Neutrophils-Type 1 Diabetes
Type 1 Diabetes
lib324
Monocytes
Monocytes-Type 1 Diabetes
Type 1 Diabetes
lib325
B-cells
B-cells-Type 1 Diabetes
Type 1 Diabetes
lib326
CD4
CD4-Type 1 Diabetes
Type 1 Diabetes
lib327
CD8
CD8-Type 1 Diabetes
Type 1 Diabetes
lib328
Whole Blood
Whole Blood-Type 1 Diabetes
Type 1 Diabetes
lib329
Neutrophils
Neutrophils-Type 1 Diabetes
Type 1 Diabetes
lib330
Monocytes
Monocytes-Type 1 Diabetes
Type 1 Diabetes
lib331
B-cells
B-cells-Type 1 Diabetes
Type 1 Diabetes
lib332
CD4
CD4-Type 1 Diabetes
Type 1 Diabetes
lib333
CD8
CD8-Type 1 Diabetes
Type 1 Diabetes
lib334
NK
NK-Type 1 Diabetes
Type 1 Diabetes
lib335
Whole Blood
Whole Blood-Type 1 Diabetes
Type 1 Diabetes
lib336
Neutrophils
Neutrophils-MS pretreatment
MS pretreatment
lib337
Monocytes
Monocytes-MS pretreatment
MS pretreatment
lib338
B-cells
B-cells-MS pretreatment
MS pretreatment
lib339
CD4
CD4-MS pretreatment
MS pretreatment
lib340
CD8
CD8-MS pretreatment
MS pretreatment
lib341
Whole Blood
Whole Blood-MS pretreatment
MS pretreatment
lib342
Neutrophils
Neutrophils-MS posttreatment
MS posttreatment
lib343
Monocytes
Monocytes-MS posttreatment
MS posttreatment
lib344
B-cells
B-cells-MS posttreatment
MS posttreatment
lib345
CD4
CD4-MS posttreatment
MS posttreatment
lib346
CD8
CD8-MS posttreatment
MS posttreatment
lib347
NK
NK-MS posttreatment
MS posttreatment
lib348
Whole Blood
Whole Blood-MS posttreatment
MS posttreatment
lib349
Neutrophils
Neutrophils-ALS
ALS
lib350
Monocytes
Monocytes-ALS
ALS
lib351
B-cells
B-cells-ALS
ALS
lib352
CD4
CD4-ALS
ALS
lib353
CD8
CD8-ALS
ALS
lib354
NK
NK-ALS
ALS
lib355
Whole Blood
Whole Blood-ALS
ALS

Group Sets View in Gene Expression Browser

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