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: WNT9A

Gene summary for WNT9A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WNT9A

Gene ID

7483

Gene nameWnt family member 9A
Gene AliasWNT14
Cytomap1q42.13
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

D9ZGG3


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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
7483WNT9ACCI_1HumanCervixCC5.65e-063.55e-010.528
7483WNT9ACCI_2HumanCervixCC1.21e-035.40e-010.5249
7483WNT9ACCI_3HumanCervixCC1.26e-188.60e-010.516
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
∗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:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:0150063CervixCCvisual system development63/2311375/187236.58e-033.65e-0263
GO:0001654CervixCCeye development62/2311371/187237.83e-034.13e-0262
GO:0048880CervixCCsensory system development63/2311381/187239.29e-034.66e-0263
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0520516CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa051657CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa043109CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa043908CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0522510CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa05224CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0520517CervixCCProteoglycans in cancer60/1267205/84659.13e-081.18e-067.00e-0760
hsa0516512CervixCCHuman papillomavirus infection74/1267331/84651.70e-041.02e-036.03e-0474
hsa0431012CervixCCWnt signaling pathway43/1267171/84653.03e-041.64e-039.68e-0443
hsa0439013CervixCCHippo signaling pathway40/1267157/84653.64e-041.82e-031.07e-0340
hsa0522513CervixCCHepatocellular carcinoma40/1267168/84651.52e-036.39e-033.78e-0340
hsa052241CervixCCBreast cancer32/1267147/84651.66e-024.88e-022.88e-0232
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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
WNT9AFZD6_LRP5WNT9A_FZD6_LRP5WNTCervixCC
WNT9AFZD6_LRP6WNT9A_FZD6_LRP6WNTCervixCC
WNT9AFZD10_LRP6WNT9A_FZD10_LRP6WNTEsophagusESCC
WNT9AFZD3_LRP6WNT9A_FZD3_LRP6WNTEsophagusESCC
WNT9AFZD4_LRP6WNT9A_FZD4_LRP6WNTEsophagusESCC
WNT9AFZD5_LRP6WNT9A_FZD5_LRP6WNTEsophagusESCC
WNT9AFZD6_LRP6WNT9A_FZD6_LRP6WNTEsophagusESCC
WNT9AFZD8_LRP6WNT9A_FZD8_LRP6WNTEsophagusESCC
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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
WNT9AdeletionFrame_Shift_Delnovelc.710delAp.His237LeufsTer7p.H237Lfs*7O14904protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
WNT9ASNVMissense_Mutationrs773109746c.575N>Ap.Arg192Glnp.R192QO14904protein_codingdeleterious(0.03)benign(0.212)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
WNT9ASNVMissense_Mutationrs747319229c.535G>Ap.Val179Ilep.V179IO14904protein_codingtolerated(0.07)benign(0.094)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WNT9ASNVMissense_Mutationrs763194335c.208N>Tp.Arg70Cysp.R70CO14904protein_codingdeleterious(0)probably_damaging(0.987)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WNT9ASNVMissense_Mutationnovelc.700G>Ap.Ala234Thrp.A234TO14904protein_codingdeleterious(0.02)possibly_damaging(0.515)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WNT9ASNVMissense_Mutationrs768643974c.454G>Ap.Asp152Asnp.D152NO14904protein_codingdeleterious(0)possibly_damaging(0.786)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
WNT9ASNVMissense_Mutationrs761246906c.958G>Ap.Glu320Lysp.E320KO14904protein_codingdeleterious(0.01)benign(0.244)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
WNT9ASNVMissense_Mutationrs768307025c.977N>Ap.Arg326Hisp.R326HO14904protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WNT9ASNVMissense_Mutationrs779996471c.841N>Ap.Asp281Asnp.D281NO14904protein_codingtolerated(0.24)possibly_damaging(0.506)TCGA-CM-5349-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
WNT9ASNVMissense_Mutationc.505G>Ap.Gly169Argp.G169RO14904protein_codingdeleterious(0)probably_damaging(0.995)TCGA-CM-6164-01Colorectumcolon 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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