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: SIX1

Gene summary for SIX1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SIX1

Gene ID

6495

Gene nameSIX homeobox 1
Gene AliasBOS3
Cytomap14q23.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q15475


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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
6495SIX1LZE20THumanEsophagusESCC1.97e-041.72e-010.0662
6495SIX1LZE22D1HumanEsophagusHGIN8.03e-041.98e-010.0595
6495SIX1LZE22THumanEsophagusESCC6.43e-201.03e+000.068
6495SIX1LZE24THumanEsophagusESCC2.33e-288.74e-010.0596
6495SIX1LZE21THumanEsophagusESCC9.73e-053.63e-010.0655
6495SIX1P1T-EHumanEsophagusESCC2.44e-063.28e-010.0875
6495SIX1P2T-EHumanEsophagusESCC1.02e-315.16e-010.1177
6495SIX1P4T-EHumanEsophagusESCC5.16e-102.76e-010.1323
6495SIX1P5T-EHumanEsophagusESCC7.90e-031.11e-010.1327
6495SIX1P8T-EHumanEsophagusESCC2.06e-581.03e+000.0889
6495SIX1P9T-EHumanEsophagusESCC1.88e-051.93e-010.1131
6495SIX1P10T-EHumanEsophagusESCC1.05e-721.17e+000.116
6495SIX1P11T-EHumanEsophagusESCC1.20e-093.46e-010.1426
6495SIX1P12T-EHumanEsophagusESCC6.31e-571.03e+000.1122
6495SIX1P15T-EHumanEsophagusESCC9.35e-529.78e-010.1149
6495SIX1P16T-EHumanEsophagusESCC1.75e-254.16e-010.1153
6495SIX1P20T-EHumanEsophagusESCC2.32e-062.11e-010.1124
6495SIX1P22T-EHumanEsophagusESCC2.27e-213.79e-010.1236
6495SIX1P23T-EHumanEsophagusESCC3.88e-041.61e-010.108
6495SIX1P24T-EHumanEsophagusESCC1.62e-132.76e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:007099714BreastIDCneuron death57/1434361/187231.31e-077.38e-0657
GO:004873214BreastIDCgland development64/1434436/187233.47e-071.74e-0564
GO:005140213BreastIDCneuron apoptotic process42/1434246/187237.21e-073.35e-0542
GO:190121414BreastIDCregulation of neuron death48/1434319/187235.01e-061.69e-0448
GO:005067313BreastIDCepithelial cell proliferation60/1434437/187237.13e-062.15e-0460
GO:005067812BreastIDCregulation of epithelial cell proliferation54/1434381/187238.07e-062.39e-0454
GO:004352313BreastIDCregulation of neuron apoptotic process35/1434212/187231.26e-053.29e-0435
GO:006056212BreastIDCepithelial tube morphogenesis44/1434325/187231.58e-042.73e-0344
GO:00611383BreastIDCmorphogenesis of a branching epithelium28/1434182/187233.05e-044.60e-0328
GO:19053301BreastIDCregulation of morphogenesis of an epithelium14/143465/187233.35e-044.98e-0314
GO:00605412BreastIDCrespiratory system development30/1434203/187233.85e-045.40e-0330
GO:00017635BreastIDCmorphogenesis of a branching structure29/1434196/187234.68e-046.26e-0329
GO:006053711BreastIDCmuscle tissue development50/1434403/187234.91e-046.45e-0350
GO:0001656BreastIDCmetanephros development16/143485/187236.49e-048.04e-0316
GO:004352411BreastIDCnegative regulation of neuron apoptotic process23/1434145/187236.58e-048.11e-0323
GO:003514812BreastIDCtube formation23/1434148/187238.79e-041.02e-0223
GO:00104644BreastIDCregulation of mesenchymal cell proliferation8/143428/187239.00e-041.04e-028
GO:190121513BreastIDCnegative regulation of neuron death29/1434208/187231.23e-031.32e-0229
GO:00359141BreastIDCskeletal muscle cell differentiation13/143467/187231.52e-031.52e-0213
GO:1905332BreastIDCpositive regulation of morphogenesis of an epithelium9/143437/187231.54e-031.54e-029
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052028EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
hsa0520213EsophagusESCCTranscriptional misregulation in cancer116/4205193/84652.08e-035.95e-033.05e-03116
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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
SIX1STMBreastIDCUQCRH,LMO4,CDKN2A, etc.2.20e-01The 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.
SIX1COLCervixHealthyC3,THSD4,SLC34A2, etc.3.03e-01The 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.
SIX1STMOral cavityADJKRTCAP3,SIX4,ZNF703, etc.7.44e-01The 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.
SIX1INCAFOral cavityNEOLPCD14,OMD,HHIP, etc.7.79e-01The 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.
∗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
SIX1SNVMissense_Mutationc.731N>Tp.Ser244Leup.S244LQ15475protein_codingtolerated_low_confidence(0.39)benign(0)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SIX1SNVMissense_Mutationnovelc.208N>Ap.Leu70Metp.L70MQ15475protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SIX1SNVMissense_Mutationc.775N>Ap.Gly259Serp.G259SQ15475protein_codingtolerated_low_confidence(0.95)benign(0)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
SIX1SNVMissense_Mutationnovelc.340N>Cp.Lys114Glnp.K114QQ15475protein_codingdeleterious(0)possibly_damaging(0.867)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SIX1insertionIn_Frame_Insnovelc.10_11insCACAGTp.Met3_Leu4insProGlnp.M3_L4insPQQ15475protein_codingTCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
SIX1SNVMissense_Mutationc.554A>Cp.Lys185Thrp.K185TQ15475protein_codingtolerated(0.08)probably_damaging(0.954)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SIX1SNVMissense_Mutationc.603N>Ap.Asn201Lysp.N201KQ15475protein_codingtolerated(0.81)benign(0.015)TCGA-AA-3875-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SIX1SNVMissense_Mutationc.775N>Ap.Gly259Serp.G259SQ15475protein_codingtolerated_low_confidence(0.95)benign(0)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SIX1SNVMissense_Mutationnovelc.98N>Cp.Phe33Serp.F33SQ15475protein_codingdeleterious(0)possibly_damaging(0.844)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SIX1SNVMissense_Mutationc.181N>Ap.Gly61Serp.G61SQ15475protein_codingdeleterious(0)benign(0.327)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<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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