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
6495SIX1GSM4909285HumanBreastIDC4.96e-496.69e-010.21
6495SIX1GSM4909286HumanBreastIDC3.85e-081.72e-010.1081
6495SIX1GSM4909289HumanBreastIDC6.15e-052.84e-010.1064
6495SIX1GSM4909290HumanBreastIDC5.92e-122.65e-010.2096
6495SIX1GSM4909291HumanBreastIDC1.38e-092.62e-010.1753
6495SIX1GSM4909293HumanBreastIDC1.19e-304.61e-010.1581
6495SIX1GSM4909294HumanBreastIDC1.79e-071.91e-010.2022
6495SIX1GSM4909298HumanBreastIDC2.52e-234.03e-010.1551
6495SIX1GSM4909306HumanBreastIDC1.77e-061.59e-010.1564
6495SIX1GSM4909312HumanBreastIDC8.07e-062.27e-010.1552
6495SIX1GSM4909313HumanBreastIDC1.84e-021.44e-010.0391
6495SIX1GSM4909317HumanBreastIDC3.47e-254.67e-010.1355
6495SIX1GSM4909318HumanBreastIDC8.25e-033.28e-010.2031
6495SIX1GSM4909321HumanBreastIDC3.32e-031.66e-010.1559
6495SIX1M1HumanBreastIDC5.28e-112.38e-010.1577
6495SIX1NCCBC14HumanBreastDCIS2.06e-185.62e-010.2021
6495SIX1P2HumanBreastIDC1.98e-072.99e-010.21
6495SIX1LZE4THumanEsophagusESCC9.56e-123.86e-010.0811
6495SIX1LZE5THumanEsophagusESCC1.00e-096.27e-010.0514
6495SIX1LZE7THumanEsophagusESCC1.02e-032.46e-010.0667
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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:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:00605417EsophagusESCCrespiratory system development123/8552203/187231.26e-051.15e-04123
GO:00454449EsophagusESCCfat cell differentiation135/8552229/187233.38e-052.78e-04135
GO:00432007EsophagusESCCresponse to amino acid74/8552116/187236.23e-054.76e-0474
GO:00456007EsophagusESCCpositive regulation of fat cell differentiation46/855266/187236.72e-055.11e-0446
GO:000110110EsophagusESCCresponse to acid chemical84/8552135/187237.70e-055.74e-0484
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00485386EsophagusESCCthymus development33/855245/187231.54e-041.02e-0333
GO:00712305EsophagusESCCcellular response to amino acid stimulus48/855271/187231.55e-041.03e-0348
GO:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:004352317EsophagusESCCregulation of neuron apoptotic process122/8552212/187233.21e-041.90e-03122
GO:00712296EsophagusESCCcellular response to acid chemical52/855280/187233.79e-042.20e-0352
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:00485687EsophagusESCCembryonic organ development228/8552427/187237.28e-043.79e-03228
GO:006056010EsophagusESCCdevelopmental growth involved in morphogenesis131/8552234/187239.28e-044.73e-03131
GO:190121516EsophagusESCCnegative regulation of neuron death115/8552208/187233.24e-031.34e-02115
GO:00604856EsophagusESCCmesenchyme development156/8552291/187233.76e-031.53e-02156
GO:006053716EsophagusESCCmuscle tissue development211/8552403/187233.84e-031.56e-02211
GO:00330025EsophagusESCCmuscle cell proliferation134/8552248/187234.80e-031.86e-02134
GO:00487052EsophagusESCCskeletal system morphogenesis120/8552220/187234.90e-031.89e-02120
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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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