Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: PAICS

Gene summary for PAICS

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAICS

Gene ID

10606

Gene namephosphoribosylaminoimidazole carboxylase and phosphoribosylaminoimidazolesuccinocarboxamide synthase
Gene AliasADE2
Cytomap4q12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024RD93


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Malignant transformation analysis

check button 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
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
10606PAICSHTA11_7696_3000711011HumanColorectumAD1.96e-033.09e-010.0674
10606PAICSHTA11_99999970781_79442HumanColorectumMSS2.84e-238.14e-010.294
10606PAICSHTA11_99999965062_69753HumanColorectumMSI-H6.18e-031.21e+000.3487
10606PAICSHTA11_99999965104_69814HumanColorectumMSS3.23e-035.33e-010.281
10606PAICSHTA11_99999971662_82457HumanColorectumMSS8.72e-299.31e-010.3859
10606PAICSA015-C-203HumanColorectumFAP3.12e-04-2.11e-01-0.1294
10606PAICSA015-C-204HumanColorectumFAP9.52e-03-1.82e-01-0.0228
10606PAICSA002-C-201HumanColorectumFAP7.39e-04-1.65e-010.0324
10606PAICSA002-C-205HumanColorectumFAP6.74e-05-1.31e-01-0.1236
10606PAICSA015-C-006HumanColorectumFAP5.45e-03-1.57e-01-0.0994
10606PAICSA002-C-114HumanColorectumFAP1.29e-08-2.82e-01-0.1561
10606PAICSA015-C-104HumanColorectumFAP2.10e-03-1.81e-01-0.1899
10606PAICSA002-C-016HumanColorectumFAP2.45e-02-1.92e-010.0521
10606PAICSA002-C-116HumanColorectumFAP2.89e-04-1.89e-01-0.0452
10606PAICSA018-E-020HumanColorectumFAP5.13e-06-1.86e-01-0.2034
10606PAICSLZE2THumanEsophagusESCC5.75e-038.72e-010.082
10606PAICSLZE3DHumanEsophagusHGIN1.37e-033.58e-010.0668
10606PAICSLZE4THumanEsophagusESCC5.63e-075.50e-010.0811
10606PAICSLZE7THumanEsophagusESCC7.10e-056.64e-010.0667
10606PAICSLZE24THumanEsophagusESCC3.50e-081.82e-010.0596
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: 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).
ColorectumSERGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: 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).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: 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).
∗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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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0009150ColorectumADpurine ribonucleotide metabolic process142/3918368/187234.29e-151.17e-12142
GO:0006163ColorectumADpurine nucleotide metabolic process149/3918396/187231.08e-142.80e-12149
GO:0072521ColorectumADpurine-containing compound metabolic process153/3918416/187234.34e-141.01e-11153
GO:0009259ColorectumADribonucleotide metabolic process144/3918385/187235.25e-141.13e-11144
GO:0019693ColorectumADribose phosphate metabolic process145/3918396/187233.01e-135.71e-11145
GO:0009117ColorectumADnucleotide metabolic process168/3918489/187232.20e-123.36e-10168
GO:0006753ColorectumADnucleoside phosphate metabolic process169/3918497/187234.99e-126.98e-10169
GO:0009152ColorectumADpurine ribonucleotide biosynthetic process64/3918169/187233.09e-071.22e-0564
GO:0009260ColorectumADribonucleotide biosynthetic process66/3918182/187231.25e-064.02e-0566
GO:0046390ColorectumADribose phosphate biosynthetic process67/3918190/187233.21e-069.05e-0567
GO:0006164ColorectumADpurine nucleotide biosynthetic process66/3918191/187238.22e-061.97e-0466
GO:0072522ColorectumADpurine-containing compound biosynthetic process68/3918200/187231.12e-052.55e-0468
GO:1901293ColorectumADnucleoside phosphate biosynthetic process80/3918256/187236.31e-051.05e-0380
GO:0009165ColorectumADnucleotide biosynthetic process79/3918254/187238.33e-051.30e-0379
GO:0009126ColorectumADpurine nucleoside monophosphate metabolic process19/391844/187237.13e-047.21e-0319
GO:0009167ColorectumADpurine ribonucleoside monophosphate metabolic process18/391841/187237.71e-047.73e-0318
GO:00061632ColorectumMSSpurine nucleotide metabolic process128/3467396/187232.04e-113.02e-09128
GO:00091502ColorectumMSSpurine ribonucleotide metabolic process121/3467368/187232.08e-113.02e-09121
GO:00725212ColorectumMSSpurine-containing compound metabolic process132/3467416/187234.13e-114.86e-09132
GO:00092592ColorectumMSSribonucleotide metabolic process123/3467385/187231.17e-101.20e-08123
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon 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

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
PAICSSNVMissense_Mutationnovelc.541N>Cp.Glu181Glnp.E181QP22234protein_codingbenign(0.381)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PAICSSNVMissense_Mutationc.610G>Cp.Asp204Hisp.D204HP22234protein_codingpossibly_damaging(0.885)TCGA-BH-A0DZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
PAICSSNVMissense_Mutationnovelc.1012A>Gp.Arg338Glyp.R338GP22234protein_codingbenign(0.262)TCGA-E2-A1L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PAICSSNVMissense_Mutationc.326N>Ap.Arg109Lysp.R109KP22234protein_codingbenign(0.162)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PAICSSNVMissense_Mutationc.898N>Gp.Ile300Valp.I300VP22234protein_codingbenign(0.003)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PAICSSNVMissense_Mutationrs773166026c.67N>Ap.Glu23Lysp.E23KP22234protein_codingbenign(0.101)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PAICSSNVMissense_Mutationc.535N>Gp.Ile179Valp.I179VP22234protein_codingbenign(0.001)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PAICSSNVMissense_Mutationc.869A>Cp.Lys290Thrp.K290TP22234protein_codingbenign(0.183)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
PAICSSNVMissense_Mutationnovelc.380A>Gp.Lys127Argp.K127RP22234protein_codingbenign(0)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
PAICSSNVMissense_Mutationrs761243513c.686N>Ap.Arg229Glnp.R229QP22234protein_codingbenign(0.102)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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