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: DSN1

Gene summary for DSN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DSN1

Gene ID

79980

Gene nameDSN1 component of MIS12 kinetochore complex
Gene AliasC20orf172
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q9H410


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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
79980DSN1LZE7THumanEsophagusESCC7.16e-062.82e-010.0667
79980DSN1LZE24THumanEsophagusESCC6.81e-226.15e-010.0596
79980DSN1P1T-EHumanEsophagusESCC5.67e-063.96e-010.0875
79980DSN1P2T-EHumanEsophagusESCC5.27e-185.21e-010.1177
79980DSN1P4T-EHumanEsophagusESCC5.57e-051.84e-010.1323
79980DSN1P5T-EHumanEsophagusESCC3.71e-091.62e-010.1327
79980DSN1P8T-EHumanEsophagusESCC1.21e-113.37e-010.0889
79980DSN1P9T-EHumanEsophagusESCC1.76e-062.21e-010.1131
79980DSN1P10T-EHumanEsophagusESCC2.60e-093.06e-010.116
79980DSN1P11T-EHumanEsophagusESCC5.44e-052.32e-010.1426
79980DSN1P12T-EHumanEsophagusESCC2.43e-224.20e-010.1122
79980DSN1P15T-EHumanEsophagusESCC6.20e-072.55e-010.1149
79980DSN1P16T-EHumanEsophagusESCC3.77e-163.59e-010.1153
79980DSN1P17T-EHumanEsophagusESCC5.44e-062.03e-010.1278
79980DSN1P20T-EHumanEsophagusESCC2.89e-092.77e-010.1124
79980DSN1P21T-EHumanEsophagusESCC1.72e-165.01e-010.1617
79980DSN1P22T-EHumanEsophagusESCC1.25e-061.63e-010.1236
79980DSN1P23T-EHumanEsophagusESCC2.15e-103.04e-010.108
79980DSN1P24T-EHumanEsophagusESCC6.42e-082.35e-010.1287
79980DSN1P26T-EHumanEsophagusESCC1.66e-123.57e-010.1276
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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
∗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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:0000070LiverHCCmitotic sister chromatid segregation110/7958168/187231.42e-094.25e-08110
GO:00008191LiverHCCsister chromatid segregation128/7958202/187231.59e-094.73e-08128
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:0098813LiverHCCnuclear chromosome segregation157/7958281/187233.82e-064.95e-05157
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:0000280LiverHCCnuclear division220/7958439/187236.90e-044.25e-03220
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:00000702Oral cavityOSCCmitotic sister chromatid segregation118/7305168/187231.89e-161.48e-14118
GO:00008193Oral cavityOSCCsister chromatid segregation135/7305202/187238.88e-166.52e-14135
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
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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
DSN1SNVMissense_Mutationc.188G>Ap.Gly63Glup.G63EQ9H410protein_codingtolerated_low_confidence(1)benign(0)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
DSN1SNVMissense_Mutationnovelc.658T>Gp.Leu220Valp.L220VQ9H410protein_codingtolerated(0.37)possibly_damaging(0.519)TCGA-BH-A5J0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DSN1SNVMissense_Mutationnovelc.535N>Ap.Ala179Thrp.A179TQ9H410protein_codingtolerated(0.78)benign(0.007)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DSN1SNVMissense_Mutationrs758441579c.373A>Gp.Ser125Glyp.S125GQ9H410protein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
DSN1SNVMissense_Mutationc.841C>Ap.Gln281Lysp.Q281KQ9H410protein_codingdeleterious(0)possibly_damaging(0.672)TCGA-EK-A2RN-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DSN1SNVMissense_Mutationc.520N>Ap.Glu174Lysp.E174KQ9H410protein_codingtolerated(0.09)probably_damaging(0.975)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
DSN1SNVMissense_Mutationrs552571192c.142N>Ap.Val48Ilep.V48IQ9H410protein_codingtolerated_low_confidence(0.51)benign(0.003)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
DSN1SNVMissense_Mutationc.150N>Tp.Glu50Aspp.E50DQ9H410protein_codingdeleterious_low_confidence(0.02)benign(0.018)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
DSN1SNVMissense_Mutationc.335N>Ap.Pro112Hisp.P112HQ9H410protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
DSN1SNVMissense_Mutationrs761761654c.665N>Ap.Arg222Hisp.R222HQ9H410protein_codingtolerated(0.25)probably_damaging(0.973)TCGA-G4-6588-01Colorectumcolon 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
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