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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 2 3 4 5 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

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
Page: 1 2 3 4 5 6 7 8 

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
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 

Top

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
Page: 1