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: SIAH1

Gene summary for SIAH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SIAH1

Gene ID

6477

Gene namesiah E3 ubiquitin protein ligase 1
Gene AliasBURHAS
Cytomap16q12.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q8IUQ4


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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
6477SIAH1P47T-EHumanEsophagusESCC3.84e-296.65e-010.1067
6477SIAH1P48T-EHumanEsophagusESCC1.43e-215.13e-010.0959
6477SIAH1P49T-EHumanEsophagusESCC3.93e-131.34e+000.1768
6477SIAH1P52T-EHumanEsophagusESCC5.56e-246.09e-010.1555
6477SIAH1P54T-EHumanEsophagusESCC3.23e-439.38e-010.0975
6477SIAH1P56T-EHumanEsophagusESCC7.36e-036.05e-010.1613
6477SIAH1P57T-EHumanEsophagusESCC6.14e-205.16e-010.0926
6477SIAH1P61T-EHumanEsophagusESCC6.67e-327.00e-010.099
6477SIAH1P62T-EHumanEsophagusESCC6.85e-591.01e+000.1302
6477SIAH1P65T-EHumanEsophagusESCC2.76e-244.85e-010.0978
6477SIAH1P74T-EHumanEsophagusESCC6.52e-215.54e-010.1479
6477SIAH1P75T-EHumanEsophagusESCC1.17e-428.83e-010.1125
6477SIAH1P76T-EHumanEsophagusESCC2.29e-215.22e-010.1207
6477SIAH1P79T-EHumanEsophagusESCC3.71e-213.91e-010.1154
6477SIAH1P80T-EHumanEsophagusESCC2.19e-164.61e-010.155
6477SIAH1P82T-EHumanEsophagusESCC3.51e-135.73e-010.1072
6477SIAH1P83T-EHumanEsophagusESCC3.12e-451.24e+000.1738
6477SIAH1P84T-EHumanEsophagusESCC8.86e-156.52e-010.0933
6477SIAH1P89T-EHumanEsophagusESCC8.39e-121.01e+000.1752
6477SIAH1P91T-EHumanEsophagusESCC8.84e-131.31e+000.1828
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:001049826EsophagusHGINproteasomal protein catabolic process139/2587490/187231.20e-173.41e-15139
GO:003164727EsophagusHGINregulation of protein stability96/2587298/187232.21e-165.76e-1496
GO:009719327EsophagusHGINintrinsic apoptotic signaling pathway90/2587288/187231.50e-142.80e-1290
GO:004316126EsophagusHGINproteasome-mediated ubiquitin-dependent protein catabolic process114/2587412/187237.00e-141.20e-11114
GO:200124227EsophagusHGINregulation of intrinsic apoptotic signaling pathway58/2587164/187232.57e-123.58e-1058
GO:200123327EsophagusHGINregulation of apoptotic signaling pathway97/2587356/187231.36e-111.57e-0997
GO:200124410EsophagusHGINpositive regulation of intrinsic apoptotic signaling pathway25/258758/187234.91e-082.75e-0625
GO:200123519EsophagusHGINpositive regulation of apoptotic signaling pathway41/2587126/187236.06e-083.22e-0641
GO:007099727EsophagusHGINneuron death81/2587361/187235.01e-061.61e-0481
GO:199000010EsophagusHGINamyloid fibril formation13/258734/187233.51e-045.65e-0313
GO:005140219EsophagusHGINneuron apoptotic process52/2587246/187231.01e-031.26e-0252
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:2001235110EsophagusESCCpositive regulation of apoptotic signaling pathway92/8552126/187233.91e-101.05e-0892
GO:0070997111EsophagusESCCneuron death216/8552361/187233.49e-086.45e-07216
GO:0051402110EsophagusESCCneuron apoptotic process148/8552246/187233.08e-063.47e-05148
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412026EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa0411510EsophagusHGINp53 signaling pathway21/138374/84656.25e-034.25e-023.37e-0221
hsa04120111EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa0411515EsophagusHGINp53 signaling pathway21/138374/84656.25e-034.25e-023.37e-0221
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411524EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411534EsophagusESCCp53 signaling pathway65/420574/84653.88e-126.50e-113.33e-1165
hsa0412010LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412011LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412021LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412031LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa041156LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa0412051LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa0411511LiverHCCp53 signaling pathway46/402074/84657.64e-032.08e-021.16e-0246
hsa0412020Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa041159Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
hsa04120110Oral cavityOSCCUbiquitin mediated proteolysis105/3704142/84651.83e-134.37e-122.23e-12105
hsa0411514Oral cavityOSCCp53 signaling pathway57/370474/84654.99e-095.07e-082.58e-0857
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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
SIAH1SNVMissense_Mutationnovelc.815G>Ap.Arg272Glnp.R272QQ8IUQ4protein_codingtolerated(0.08)probably_damaging(0.97)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SIAH1SNVMissense_Mutationnovelc.8N>Cp.Gly3Alap.G3AQ8IUQ4protein_codingtolerated_low_confidence(1)possibly_damaging(0.899)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SIAH1SNVMissense_Mutationc.536N>Ap.Leu179Glnp.L179QQ8IUQ4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SIAH1SNVMissense_Mutationc.335N>Ap.Ser112Tyrp.S112YQ8IUQ4protein_codingdeleterious(0.01)benign(0.049)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SIAH1SNVMissense_Mutationc.565N>Ap.Leu189Ilep.L189IQ8IUQ4protein_codingdeleterious(0.04)possibly_damaging(0.648)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SIAH1SNVMissense_Mutationc.319C>Tp.Arg107Trpp.R107WQ8IUQ4protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
SIAH1SNVMissense_Mutationnovelc.841N>Tp.Ala281Serp.A281SQ8IUQ4protein_codingdeleterious(0.03)probably_damaging(0.912)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SIAH1SNVMissense_Mutationnovelc.432N>Cp.Glu144Aspp.E144DQ8IUQ4protein_codingtolerated(0.27)benign(0.007)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SIAH1SNVMissense_Mutationnovelc.521C>Tp.Ala174Valp.A174VQ8IUQ4protein_codingtolerated(0.17)benign(0.127)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SIAH1SNVMissense_Mutationrs200203229c.86N>Tp.Arg29Ilep.R29IQ8IUQ4protein_codingtolerated_low_confidence(0.12)possibly_damaging(0.506)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
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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
6477SIAH1ENZYME, KINASEOMIGAPILOMIGAPIL
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