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Gene: PAPSS2 |
Gene summary for PAPSS2 |
Gene summary. |
Gene information | Species | Human | Gene symbol | PAPSS2 | Gene ID | 9060 |
Gene name | 3'-phosphoadenosine 5'-phosphosulfate synthase 2 | |
Gene Alias | ATPSK2 | |
Cytomap | 10q23.2-q23.31 | |
Gene Type | protein-coding | GO ID | GO:0000103 | UniProtAcc | O95340 |
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Malignant transformation analysis |
Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells |
Malignant transformation involving gene list. |
Entrez ID | Symbol | Replicates | Species | Organ | Tissue | Adj P-value | Log2FC | Malignancy |
9060 | PAPSS2 | HTA11_3410_2000001011 | Human | Colorectum | AD | 9.25e-20 | -6.18e-01 | 0.0155 |
9060 | PAPSS2 | HTA11_2951_2000001011 | Human | Colorectum | AD | 1.46e-03 | -6.82e-01 | 0.0216 |
9060 | PAPSS2 | HTA11_78_2000001011 | Human | Colorectum | AD | 1.40e-05 | 7.76e-01 | -0.1088 |
9060 | PAPSS2 | HTA11_347_2000001011 | Human | Colorectum | AD | 1.90e-38 | 1.41e+00 | -0.1954 |
9060 | PAPSS2 | HTA11_411_2000001011 | Human | Colorectum | SER | 2.04e-07 | 9.70e-01 | -0.2602 |
9060 | PAPSS2 | HTA11_83_2000001011 | Human | Colorectum | SER | 1.37e-04 | 6.98e-01 | -0.1526 |
9060 | PAPSS2 | HTA11_866_3004761011 | Human | Colorectum | AD | 5.51e-04 | -4.85e-01 | 0.096 |
9060 | PAPSS2 | HTA11_6801_2000001011 | Human | Colorectum | SER | 3.30e-02 | 7.00e-01 | 0.0171 |
9060 | PAPSS2 | HTA11_10711_2000001011 | Human | Colorectum | AD | 8.05e-07 | -5.79e-01 | 0.0338 |
9060 | PAPSS2 | HTA11_7696_3000711011 | Human | Colorectum | AD | 5.92e-16 | -5.99e-01 | 0.0674 |
9060 | PAPSS2 | HTA11_6818_2000001011 | Human | Colorectum | AD | 1.72e-02 | -6.07e-01 | 0.0112 |
9060 | PAPSS2 | HTA11_99999965104_69814 | Human | Colorectum | MSS | 1.33e-02 | -4.96e-01 | 0.281 |
9060 | PAPSS2 | HTA11_99999973899_84307 | Human | Colorectum | MSS | 3.31e-11 | -8.38e-01 | 0.2585 |
9060 | PAPSS2 | HTA11_99999974143_84620 | Human | Colorectum | MSS | 7.41e-31 | -7.80e-01 | 0.3005 |
9060 | PAPSS2 | F007 | Human | Colorectum | FAP | 7.11e-16 | -8.11e-01 | 0.1176 |
9060 | PAPSS2 | A002-C-010 | Human | Colorectum | FAP | 1.99e-09 | -4.37e-01 | 0.242 |
9060 | PAPSS2 | A001-C-207 | Human | Colorectum | FAP | 3.78e-04 | -3.32e-01 | 0.1278 |
9060 | PAPSS2 | A015-C-203 | Human | Colorectum | FAP | 2.40e-31 | -7.00e-01 | -0.1294 |
9060 | PAPSS2 | A015-C-204 | Human | Colorectum | FAP | 1.09e-02 | -2.60e-01 | -0.0228 |
9060 | PAPSS2 | A014-C-040 | Human | Colorectum | FAP | 5.17e-11 | -8.80e-01 | -0.1184 |
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Transcriptomic changes along malignancy continuum. |
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage. |
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Malignant transformation related pathway analysis |
Find out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer |
Figure of enriched GO biological processes. |
Tissue | Disease Stage | Enriched GO biological Processes |
Colorectum | AD | |
Colorectum | SER | |
Colorectum | MSS | |
Colorectum | MSI-H | |
Colorectum | FAP |
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust). |
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Enriched GO biological processes. |
GO ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | Count |
GO:0009150 | Colorectum | AD | purine ribonucleotide metabolic process | 142/3918 | 368/18723 | 4.29e-15 | 1.17e-12 | 142 |
GO:0006163 | Colorectum | AD | purine nucleotide metabolic process | 149/3918 | 396/18723 | 1.08e-14 | 2.80e-12 | 149 |
GO:0072521 | Colorectum | AD | purine-containing compound metabolic process | 153/3918 | 416/18723 | 4.34e-14 | 1.01e-11 | 153 |
GO:0009259 | Colorectum | AD | ribonucleotide metabolic process | 144/3918 | 385/18723 | 5.25e-14 | 1.13e-11 | 144 |
GO:0019693 | Colorectum | AD | ribose phosphate metabolic process | 145/3918 | 396/18723 | 3.01e-13 | 5.71e-11 | 145 |
GO:0009117 | Colorectum | AD | nucleotide metabolic process | 168/3918 | 489/18723 | 2.20e-12 | 3.36e-10 | 168 |
GO:0006753 | Colorectum | AD | nucleoside phosphate metabolic process | 169/3918 | 497/18723 | 4.99e-12 | 6.98e-10 | 169 |
GO:0009152 | Colorectum | AD | purine ribonucleotide biosynthetic process | 64/3918 | 169/18723 | 3.09e-07 | 1.22e-05 | 64 |
GO:0009260 | Colorectum | AD | ribonucleotide biosynthetic process | 66/3918 | 182/18723 | 1.25e-06 | 4.02e-05 | 66 |
GO:0046390 | Colorectum | AD | ribose phosphate biosynthetic process | 67/3918 | 190/18723 | 3.21e-06 | 9.05e-05 | 67 |
GO:0006164 | Colorectum | AD | purine nucleotide biosynthetic process | 66/3918 | 191/18723 | 8.22e-06 | 1.97e-04 | 66 |
GO:0072522 | Colorectum | AD | purine-containing compound biosynthetic process | 68/3918 | 200/18723 | 1.12e-05 | 2.55e-04 | 68 |
GO:1901293 | Colorectum | AD | nucleoside phosphate biosynthetic process | 80/3918 | 256/18723 | 6.31e-05 | 1.05e-03 | 80 |
GO:0006790 | Colorectum | AD | sulfur compound metabolic process | 101/3918 | 339/18723 | 6.46e-05 | 1.07e-03 | 101 |
GO:0009165 | Colorectum | AD | nucleotide biosynthetic process | 79/3918 | 254/18723 | 8.33e-05 | 1.30e-03 | 79 |
GO:0033865 | Colorectum | AD | nucleoside bisphosphate metabolic process | 42/3918 | 128/18723 | 1.12e-03 | 1.02e-02 | 42 |
GO:0033875 | Colorectum | AD | ribonucleoside bisphosphate metabolic process | 42/3918 | 128/18723 | 1.12e-03 | 1.02e-02 | 42 |
GO:0034032 | Colorectum | AD | purine nucleoside bisphosphate metabolic process | 42/3918 | 128/18723 | 1.12e-03 | 1.02e-02 | 42 |
GO:0034035 | Colorectum | AD | purine ribonucleoside bisphosphate metabolic process | 11/3918 | 21/18723 | 1.43e-03 | 1.22e-02 | 11 |
GO:0050427 | Colorectum | AD | 3'-phosphoadenosine 5'-phosphosulfate metabolic process | 11/3918 | 21/18723 | 1.43e-03 | 1.22e-02 | 11 |
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Enriched KEGG pathways. |
Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
hsa00920 | Colorectum | AD | Sulfur metabolism | 8/2092 | 10/8465 | 3.78e-04 | 2.82e-03 | 1.80e-03 | 8 |
hsa009201 | Colorectum | AD | Sulfur metabolism | 8/2092 | 10/8465 | 3.78e-04 | 2.82e-03 | 1.80e-03 | 8 |
hsa009202 | Colorectum | SER | Sulfur metabolism | 8/1580 | 10/8465 | 4.56e-05 | 5.22e-04 | 3.79e-04 | 8 |
hsa009203 | Colorectum | SER | Sulfur metabolism | 8/1580 | 10/8465 | 4.56e-05 | 5.22e-04 | 3.79e-04 | 8 |
hsa009204 | Colorectum | MSS | Sulfur metabolism | 6/1875 | 10/8465 | 1.07e-02 | 3.74e-02 | 2.29e-02 | 6 |
hsa009205 | Colorectum | MSS | Sulfur metabolism | 6/1875 | 10/8465 | 1.07e-02 | 3.74e-02 | 2.29e-02 | 6 |
hsa009206 | Colorectum | FAP | Sulfur metabolism | 6/1404 | 10/8465 | 2.36e-03 | 1.13e-02 | 6.85e-03 | 6 |
hsa009207 | Colorectum | FAP | Sulfur metabolism | 6/1404 | 10/8465 | 2.36e-03 | 1.13e-02 | 6.85e-03 | 6 |
hsa0092010 | Esophagus | ESCC | Sulfur metabolism | 9/4205 | 10/8465 | 1.01e-02 | 2.38e-02 | 1.22e-02 | 9 |
hsa0092011 | Esophagus | ESCC | Sulfur metabolism | 9/4205 | 10/8465 | 1.01e-02 | 2.38e-02 | 1.22e-02 | 9 |
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Cell-cell communication analysis |
Identification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states |
Ligand | Receptor | LRpair | Pathway | Tissue | Disease Stage |
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Single-cell gene regulatory network inference analysis |
Find out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states |
TF | Cell Type | Tissue | Disease Stage | Target Gene | RSS | Regulon Activity |
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression. |
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Somatic mutation of malignant transformation related genes |
Annotation of somatic variants for genes involved in malignant transformation |
Hugo Symbol | Variant Class | Variant Classification | dbSNP RS | HGVSc | HGVSp | HGVSp Short | SWISSPROT | BIOTYPE | SIFT | PolyPhen | Tumor Sample Barcode | Tissue | Histology | Sex | Age | Stage | Therapy Types | Drugs | Outcome |
PAPSS2 | SNV | Missense_Mutation | rs373228712 | c.1351N>A | p.Gly451Ser | p.G451S | O95340 | protein_coding | deleterious(0) | probably_damaging(1) | TCGA-AC-A5XU-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Hormone Therapy | letrozole | SD |
PAPSS2 | SNV | Missense_Mutation | novel | c.385N>T | p.Arg129Cys | p.R129C | O95340 | protein_coding | deleterious(0) | probably_damaging(1) | TCGA-AN-A046-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Unknown | Unknown | SD |
PAPSS2 | SNV | Missense_Mutation | rs756961458 | c.1387N>T | p.Arg463Trp | p.R463W | O95340 | protein_coding | deleterious(0) | probably_damaging(1) | TCGA-AN-A046-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Unknown | Unknown | SD |
PAPSS2 | SNV | Missense_Mutation | novel | c.952T>G | p.Cys318Gly | p.C318G | O95340 | protein_coding | tolerated(0.33) | benign(0.024) | TCGA-AR-A1AP-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Hormone Therapy | anastrozole | SD |
PAPSS2 | SNV | Missense_Mutation | novel | c.952T>G | p.Cys318Gly | p.C318G | O95340 | protein_coding | tolerated(0.33) | benign(0.024) | TCGA-B6-A1KN-01 | Breast | breast invasive carcinoma | Female | <65 | III/IV | Unknown | Unknown | SD |
PAPSS2 | SNV | Missense_Mutation | c.443T>A | p.Val148Glu | p.V148E | O95340 | protein_coding | deleterious(0) | possibly_damaging(0.627) | TCGA-E9-A22H-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Chemotherapy | doxorubicin | SD | |
PAPSS2 | insertion | Nonsense_Mutation | novel | c.266_267insGATCATTGTGCTTTGAAACCATGGTGGAAGCCACATGGTAA | p.Gly90IlefsTer5 | p.G90Ifs*5 | O95340 | protein_coding | TCGA-AN-A0FF-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Unknown | Unknown | SD | ||
PAPSS2 | insertion | Nonsense_Mutation | novel | c.1300_1301insATCCCAGCTACTCAGGAGGCTGAGGCAGGAGAA | p.Leu434delinsHisProSerTyrSerGlyGlyTerGlyArgArgIle | p.L434delinsHPSYSGG*GRRI | O95340 | protein_coding | TCGA-B6-A0IN-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Unknown | Unknown | PD | ||
PAPSS2 | deletion | Frame_Shift_Del | novel | c.1461delG | p.Ser488LeufsTer19 | p.S488Lfs*19 | O95340 | protein_coding | TCGA-D8-A27V-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Hormone Therapy | tamoxiphen | SD | ||
PAPSS2 | SNV | Missense_Mutation | c.12C>G | p.Ile4Met | p.I4M | O95340 | protein_coding | tolerated_low_confidence(0.23) | benign(0) | TCGA-IR-A3LA-01 | Cervix | cervical & endocervical cancer | Female | <65 | I/II | Chemotherapy | cisplatin | CR |
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Related drugs of malignant transformation related genes |
Identification of chemicals and drugs interact with genes involved in malignant transfromation |
(DGIdb 4.0) |
Entrez ID | Symbol | Category | Interaction Types | Drug Claim Name | Drug Name | PMIDs |
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