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: SMNDC1

Gene summary for SMNDC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMNDC1

Gene ID

10285

Gene namesurvival motor neuron domain containing 1
Gene AliasSMNR
Cytomap10q25.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

O75940


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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
10285SMNDC1LZE2THumanEsophagusESCC3.41e-055.88e-010.082
10285SMNDC1LZE4THumanEsophagusESCC9.17e-113.63e-010.0811
10285SMNDC1LZE7THumanEsophagusESCC1.61e-091.38e-010.0667
10285SMNDC1LZE8THumanEsophagusESCC3.01e-042.42e-010.067
10285SMNDC1LZE20THumanEsophagusESCC1.86e-112.26e-010.0662
10285SMNDC1LZE22D1HumanEsophagusHGIN4.36e-02-8.60e-020.0595
10285SMNDC1LZE22THumanEsophagusESCC1.31e-083.33e-010.068
10285SMNDC1LZE24THumanEsophagusESCC8.33e-206.30e-010.0596
10285SMNDC1LZE6THumanEsophagusESCC2.19e-083.37e-010.0845
10285SMNDC1P1T-EHumanEsophagusESCC1.43e-025.46e-010.0875
10285SMNDC1P2T-EHumanEsophagusESCC5.02e-418.37e-010.1177
10285SMNDC1P4T-EHumanEsophagusESCC2.93e-441.07e+000.1323
10285SMNDC1P5T-EHumanEsophagusESCC4.40e-409.97e-010.1327
10285SMNDC1P8T-EHumanEsophagusESCC1.26e-285.49e-010.0889
10285SMNDC1P9T-EHumanEsophagusESCC4.83e-082.39e-010.1131
10285SMNDC1P10T-EHumanEsophagusESCC1.90e-152.92e-010.116
10285SMNDC1P11T-EHumanEsophagusESCC1.04e-156.45e-010.1426
10285SMNDC1P12T-EHumanEsophagusESCC2.24e-378.81e-010.1122
10285SMNDC1P15T-EHumanEsophagusESCC5.75e-276.98e-010.1149
10285SMNDC1P16T-EHumanEsophagusESCC6.51e-449.03e-010.1153
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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:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:000037520EsophagusHGINRNA splicing, via transesterification reactions115/2587324/187233.16e-233.80e-20115
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:000037512LiverCirrhoticRNA splicing, via transesterification reactions175/4634324/187235.95e-307.47e-27175
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:000037522LiverHCCRNA splicing, via transesterification reactions228/7958324/187231.47e-244.06e-22228
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:0008380112SkincSCCRNA splicing263/4864434/187232.45e-535.13e-50263
GO:0000375112SkincSCCRNA splicing, via transesterification reactions201/4864324/187234.07e-435.10e-40201
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304019EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
hsa0304027EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa0304037EsophagusESCCSpliceosome128/4205217/84653.31e-038.79e-034.50e-03128
hsa030407LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304012LiverCirrhoticSpliceosome102/2530217/84655.69e-089.47e-075.84e-07102
hsa0304022LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304032LiverHCCSpliceosome122/4020217/84655.55e-031.60e-028.91e-03122
hsa0304016Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
hsa0304017Oral cavityOSCCSpliceosome123/3704217/84657.21e-052.74e-041.40e-04123
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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
SMNDC1SNVMissense_Mutationnovelc.683N>Tp.Ser228Phep.S228FO75940protein_codingdeleterious(0.03)possibly_damaging(0.723)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SMNDC1SNVMissense_Mutationnovelc.545N>Gp.Asn182Serp.N182SO75940protein_codingtolerated(0.55)benign(0.022)TCGA-AR-A5QQ-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycarboplatinPD
SMNDC1SNVMissense_Mutationc.74N>Ap.Gly25Glup.G25EO75940protein_codingdeleterious(0.04)benign(0.031)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SMNDC1SNVMissense_Mutationnovelc.28G>Ap.Ala10Thrp.A10TO75940protein_codingtolerated(0.56)benign(0.039)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMNDC1SNVMissense_Mutationc.184G>Cp.Asp62Hisp.D62HO75940protein_codingtolerated(0.05)benign(0.229)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SMNDC1insertionFrame_Shift_Insnovelc.417_418insGGAAGGCAAAGGAGGACAGTGGCAACAAACCCp.Met140GlyfsTer17p.M140Gfs*17O75940protein_codingTCGA-HM-A3JK-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SMNDC1SNVMissense_Mutationnovelc.516N>Tp.Glu172Aspp.E172DO75940protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SMNDC1insertionFrame_Shift_Insnovelc.573_574insAp.Gly192ArgfsTer12p.G192Rfs*12O75940protein_codingTCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SMNDC1SNVMissense_Mutationnovelc.84N>Cp.Glu28Aspp.E28DO75940protein_codingtolerated(0.74)benign(0.001)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SMNDC1SNVMissense_Mutationnovelc.500N>Gp.Leu167Argp.L167RO75940protein_codingdeleterious(0)possibly_damaging(0.856)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
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