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: ARSA

Gene summary for ARSA

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ARSA

Gene ID

410

Gene namearylsulfatase A
Gene AliasASA
Cytomap22q13.33
Gene Typeprotein-coding
GO ID

GO:0000323

UniProtAcc

A0A0C4DFZ2


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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
410ARSAHTA11_2487_2000001011HumanColorectumSER4.80e-114.93e-01-0.1808
410ARSAHTA11_1938_2000001011HumanColorectumAD2.12e-022.26e-01-0.0811
410ARSAHTA11_347_2000001011HumanColorectumAD1.63e-082.99e-01-0.1954
410ARSAHTA11_411_2000001011HumanColorectumSER2.35e-036.28e-01-0.2602
410ARSAHTA11_2112_2000001011HumanColorectumSER3.01e-024.45e-01-0.2196
410ARSAHTA11_3361_2000001011HumanColorectumAD9.83e-032.16e-01-0.1207
410ARSAHTA11_83_2000001011HumanColorectumSER2.08e-033.22e-01-0.1526
410ARSAHTA11_696_2000001011HumanColorectumAD2.80e-072.75e-01-0.1464
410ARSAHTA11_1391_2000001011HumanColorectumAD1.81e-052.18e-01-0.059
410ARSALZE4THumanEsophagusESCC1.89e-092.34e-010.0811
410ARSALZE7THumanEsophagusESCC3.25e-061.56e-010.0667
410ARSALZE8THumanEsophagusESCC1.24e-062.16e-010.067
410ARSALZE22THumanEsophagusESCC5.07e-031.11e-010.068
410ARSALZE24THumanEsophagusESCC2.55e-205.53e-010.0596
410ARSALZE21THumanEsophagusESCC7.56e-052.55e-010.0655
410ARSALZE6THumanEsophagusESCC2.85e-061.70e-010.0845
410ARSAP1T-EHumanEsophagusESCC3.28e-077.03e-010.0875
410ARSAP2T-EHumanEsophagusESCC2.36e-253.13e-010.1177
410ARSAP4T-EHumanEsophagusESCC3.47e-234.69e-010.1323
410ARSAP5T-EHumanEsophagusESCC8.73e-214.37e-010.1327
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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
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:0006418ColorectumADtRNA aminoacylation for protein translation19/391841/187232.37e-043.03e-0319
GO:0043039ColorectumADtRNA aminoacylation19/391844/187237.13e-047.21e-0319
GO:0043038ColorectumADamino acid activation19/391845/187239.94e-049.28e-0319
GO:0006520ColorectumADcellular amino acid metabolic process81/3918284/187231.37e-031.19e-0281
GO:00064181ColorectumSERtRNA aminoacylation for protein translation17/289741/187235.75e-051.35e-0317
GO:00430391ColorectumSERtRNA aminoacylation17/289744/187231.64e-043.12e-0317
GO:00430381ColorectumSERamino acid activation17/289745/187232.25e-043.91e-0317
GO:00065201ColorectumSERcellular amino acid metabolic process61/2897284/187234.20e-033.41e-0261
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00512623EsophagusESCCprotein tetramerization54/855287/187231.50e-037.06e-0354
GO:00512592EsophagusESCCprotein complex oligomerization130/8552238/187233.29e-031.36e-02130
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0051262LiverHCCprotein tetramerization50/795887/187233.42e-031.55e-0250
GO:0051290LiverHCCprotein heterotetramerization12/795815/187233.56e-031.59e-0212
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa006003EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0060012EsophagusESCCSphingolipid metabolism36/420553/84655.41e-031.36e-026.99e-0336
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa00600LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa006001LiverHCCSphingolipid metabolism34/402053/84651.06e-022.71e-021.51e-0234
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa006002Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0060011Oral cavityOSCCSphingolipid metabolism33/370453/84655.00e-031.20e-026.13e-0333
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
ARSASNVMissense_Mutationrs74315462c.413N>Tp.Pro138Leup.P138Lprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A04R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolSD
ARSASNVMissense_Mutationrs573456864c.902G>Ap.Arg301Glnp.R301Qprotein_codingdeleterious(0.02)possibly_damaging(0.872)TCGA-C8-A12Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ARSASNVMissense_Mutationnovelc.536T>Ap.Val179Aspp.V179Dprotein_codingdeleterious(0.01)probably_damaging(0.966)TCGA-GI-A2C9-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificSD
ARSASNVMissense_Mutationnovelc.1274N>Gp.His425Argp.H425Rprotein_codingdeleterious(0)probably_damaging(1)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
ARSAdeletionFrame_Shift_Delnovelc.151delCp.Leu51TrpfsTer29p.L51Wfs*29protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ARSASNVMissense_Mutationrs74315477c.1115N>Ap.Arg372Glnp.R372Qprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ARSASNVMissense_Mutationc.170N>Cp.Gly57Alap.G57Aprotein_codingtolerated(0.64)benign(0.001)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ARSASNVMissense_Mutationc.646C>Tp.Arg216Cysp.R216Cprotein_codingdeleterious(0.02)possibly_damaging(0.793)TCGA-A6-A566-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinPD
ARSASNVMissense_Mutationc.625G>Ap.Asp209Asnp.D209Nprotein_codingtolerated(0.34)benign(0.003)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
ARSASNVMissense_Mutationrs377610043c.1252N>Ap.Ala418Thrp.A418Tprotein_codingtolerated(0.6)benign(0.087)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<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
410ARSADRUGGABLE GENOME, ENZYMERO-410960CHEMBL1256291
410ARSADRUGGABLE GENOME, ENZYMEGOSSYPOLGOSSYPOL
410ARSADRUGGABLE GENOME, ENZYMEDESIPRAMINEDESIPRAMINE
410ARSADRUGGABLE GENOME, ENZYMESQ-22536CHEMBL64239
410ARSADRUGGABLE GENOME, ENZYMEPIRENPERONEPIRENPERONE
410ARSADRUGGABLE GENOME, ENZYMEMELEVODOPAMELEVODOPA
410ARSADRUGGABLE GENOME, ENZYMESPIROXATRINESPIROXATRINE
410ARSADRUGGABLE GENOME, ENZYMEmethylphenidateMETHYLPHENIDATE29382897
410ARSADRUGGABLE GENOME, ENZYME6-HYDROXYMELATONINCHEMBL127421
410ARSADRUGGABLE GENOME, ENZYME3,5-DINITROCATECHOL (OR-486)3,5-DINITROCATECHOL (OR-486)
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