Background
Methods
Gene expression profiles
Raw data preprocessing and differential expression analysis
Enrichment analyses and functional annotations
Protein-protein interaction network construction
Regulatory network construction
Integrated network construction and module screening
Results
Differentially expressed genes
Enrichment and annotation analysis results
Term | Count | Gene lists |
P-Value | Adjusted P-value |
---|---|---|---|---|
GO_BP: enrichment Score: 3.4367879252049858 | ||||
GO_BP: 0048066 pigmentation during development | 7 |
DCT, SOX10, TYRP1, TYR, MLPH, KIT, GPR143
| 3.63E-08 | 5.65E-05 |
GO_BP: 0043473 pigmentation | 7 |
DCT, SOX10, TYRP1, TYR, MLPH, KIT, GPR143
| 5.78E-06 | 0.009009 |
GO_BP: 0042438 melanin biosynthetic process | 3 |
DCT, TYRP1, TYR
| 1.59E-03 | 2.449285 |
GO_BP: 0006582 melanin metabolic process | 3 |
DCT, TYRP1, TYR
| 2.03E-03 | 3.123208 |
GO_BP: 0046148 pigment biosynthetic process | 4 |
DCT, TYRP1, TYR, GPR143
| 3.30E-03 | 5.019067 |
GO_BP: 0042440 pigment metabolic process | 4 |
DCT, TYRP1, TYR, GPR143
| 4.96E-03 | 7.448208 |
GO_BP: 0030318 melanocyte differentiation | 3 |
SOX10, TYRP1, MLPH
| 5.02E-03 | 7.534839 |
GO_BP: 0050931 pigment cell differentiation | 3 |
SOX10, TYRP1, MLPH
| 5.76E-03 | 8.604376 |
KEGG | ||||
hsa04080: Neuroactive ligand-receptor interaction | 6 |
SSTR4, GPR156, KISS1R, OPRL1, NPBWR1, GRIN1
| 1.58E-02 | 13.80265 |
hsa04916: Melanogenesis | 4 |
DCT, TYRP1, TYR, KIT
| 1.99E-02 | 17.11413 |
hsa00350: Tyrosine metabolism | 3 |
DCT, TYRP1, TYR
| 2.73E-02 | 22.81886 |
Term | Count | Gene lists |
P-Value | Adjusted P-value |
---|---|---|---|---|
GO_BP: enrichment Score: 2.505066250961214 | ||||
GO_BP: 0030097 hemopoiesis | 7 |
GPR183, INHBA, PTPRC, PLEK, CD8A, IKZF1, FLT3
| 1.38E-04 | 0.218579 |
GO_BP: 0048534 hemopoietic or lymphoid organ development | 7 |
GPR183, INHBA, PTPRC, PLEK, CD8A, IKZF1, FLT3
| 2.34E-04 | 0.369612 |
GO_BP: 0050865 regulation of cell activation | 6 |
INHBA, PTPRC, PLEK, IKZF1, FLT3, IL1B
| 3.05E-04 | 0.482267 |
GO_BP: 0002520 immune system development | 7 |
GPR183, INHBA, PTPRC, PLEK, CD8A, IKZF1, FLT3
| 3.22E-04 | 0.509185 |
GO_BP: 0030098 lymphocyte differentiation | 5 |
GPR183, PTPRC, CD8A, IKZF1, FLT3
| 4.05E-04 | 0.638643 |
GO_BP: 0002521 leukocyte differentiation | 5 |
GPR183, PTPRC, CD8A, IKZF1, FLT3
| 1.00E-03 | 1.572197 |
GO_BP: 0045619 regulation of lymphocyte differentiation | 4 |
INHBA, PTPRC, IKZF1, FLT3
| 1.27E-03 | 1.98708 |
GO_BP: 0045577 regulation of B cell differentiation | 3 |
INHBA, PTPRC, FLT3
| 1.32E-03 | 2.064808 |
GO_BP: 0030217 T cell differentiation | 4 |
PTPRC, CD8A, IKZF1, FLT3
| 1.39E-03 | 2.173407 |
GO_BP: 0051249 regulation of lymphocyte activation | 5 |
INHBA, PTPRC, IKZF1, FLT3, IL1B
| 1.57E-03 | 2.458734 |
KEGG pathways | ||||
hsa04640: Hematopoietic cell lineage | 7 |
CD8A, FLT3, CD1C, IL1B, CSF2RA, CD1E, IL1A
| 1.18E-06 | 0.001103 |
hsa04060: Cytokine-cytokine receptor interaction | 8 |
INHBA, CCL22, FLT1, IL18RAP, FLT3, IL1B, CSF2RA, IL1A
| 7.78E-05 | 0.072785 |
Protein-protein interaction network
Regulatory networks
MicroRNA | Count |
P-value |
---|---|---|
Targeting up-regulated DEGs | ||
hsa-miR-337-5p | 4 | 7.62E-04 |
hsa-miR-326 | 5 | 1.50E-03 |
hsa-miR-496 | 4 | 1.66E-03 |
hsa-miR-515-3p | 3 | 2.53E-03 |
hsa-miR-542-5p | 3 | 5.91E-03 |
hsa-miR-510 | 2 | 7.75E-03 |
hsa-miR-142-3p | 9 | 8.97E-03 |
hsa-miR-142-5p | 7 | 1.07E-02 |
hsa-miR-337-3p | 4 | 1.18E-02 |
hsa-miR-133b | 10 | 1.69E-02 |
hsa-miR-375 | 9 | 1.87E-02 |
hsa-miR-206 | 11 | 1.90E-02 |
hsa-miR-299-3p | 3 | 2.71E-02 |
hsa-miR-455-5p | 3 | 2.71E-02 |
hsa-miR-429 | 10 | 3.02E-02 |
hsa-miR-184 | 5 | 3.20E-02 |
hsa-miR-339-5p | 3 | 3.81E-02 |
hsa-miR-455-3p | 3 | 3.81E-02 |
Targeting down-regulated DEGs | ||
hsa-miR-21 | 12 | 3.36E-04 |
hsa-miR-16 | 20 | 8.90E-04 |
hsa-miR-15a | 18 | 1.55E-03 |
hsa-miR-296-3p | 9 | 5.86E-03 |
hsa-miR-106a | 3 | 1.07E-02 |
hsa-miR-135a | 2 | 2.09E-02 |
hsa-miR-129-5p | 5 | 4.00E-02 |
hsa-miR-342-3p | 5 | 4.00E-02 |
hsa-miR-342-5p | 5 | 4.00E-02 |
hsa-miR-296-5p | 7 | 4.71E-02 |
Transcription factors | Activity difference |
---|---|
Up-regulated | |
NFE2
| 3.68E-01 |
ZBTB33
| 3.28E-01 |
NR3C1
| 2.82E-01 |
HDAC8
| 2.34E-01 |
SMARCC2
| 1.34E-01 |
CCNT2
| 1.10E-01 |
PPARGC1A
| 5.60E-02 |
HNF4A
| 5.24E-02 |
GATA2
| 2.12E-02 |
PAX5
| 4.78E-05 |
Down-regulated | |
BRF1
| −3.95E-01 |
CTCF
| −2.34E-01 |
YY1
| −1.68E-01 |
ESRRA
| −1.48E-01 |
BATF
| −1.06E-01 |
SPI1
| −1.05E-01 |
ELF1
| −9.63E-02 |
EP300
| −8.42E-02 |
E2F6
| −6.76E-02 |
REST
| −1.88E-02 |
PBX3
| −1.49E-02 |
Integrated network and screened modules
Term | Count | Gene lists |
P-Value | Adjusted P-value |
---|---|---|---|---|
Module 1 Score: 7.75 | ||||
GO_BP: 0006955 ~ immune response | 4 |
GPR183, PTPRC, NCF4, GPR65
| 2.35E-03 | 3.251619 |
GO_BP: 0030097 ~ hemopoiesis | 3 |
GPR183, PTPRC, PLEK
| 4.34E-03 | 5.921337 |
GO_BP: 0048534 ~ hemopoietic or lymphoid organ development | 3 |
GPR183, PTPRC, PLEK
| 5.25E-03 | 7.113787 |
GO_BP: 0002520 ~ immune system development | 3 |
GPR183, PTPRC, PLEK
| 5.89E-03 | 7.959213 |
GO_BP: 0001775 ~ cell activation | 3 |
GPR183, PTPRC, PLEK
| 6.36E-03 | 8.562876 |
Module 2 Score: 6.333 | ||||
GO_BP: 0048066 ~ pigmentation during development | 5 |
DCT, SOX10, TYRP1, TYR, GPR143
| 1.07E-11 | 1.10E-08 |
GO_BP: 0043473 ~ pigmentation | 5 |
DCT, SOX10, TYRP1, TYR, GPR143
| 3.26E-10 | 3.35E-07 |
GO_BP: 0046148 ~ pigment biosynthetic process | 4 |
DCT, TYRP1, TYR, GPR143
| 8.84E-08 | 9.07E-05 |
GO_BP: 0042440 ~ pigment metabolic process | 4 |
DCT, TYRP1, TYR, GPR143
| 1.37E-07 | 1.41E-04 |
GO_BP: 0042438 ~ melanin biosynthetic process | 3 |
DCT, TYRP1, TYR
| 1.84E-06 | 0.001882 |