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: CD109

Gene summary for CD109

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD109

Gene ID

135228

Gene nameCD109 molecule
Gene AliasCPAMD7
Cytomap6q13
Gene Typeprotein-coding
GO ID

GO:0000768

UniProtAcc

Q6YHK3


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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
135228CD109CA_HPV_2HumanCervixCC8.22e-042.97e-010.0391
135228CD109CCI_1HumanCervixCC3.11e-121.47e+000.528
135228CD109TumorHumanCervixCC2.04e-022.21e-010.1241
135228CD109sample3HumanCervixCC2.49e-032.62e-010.1387
135228CD109H2HumanCervixHSIL_HPV4.09e-05-1.66e-010.0632
135228CD109T3HumanCervixCC4.56e-072.35e-010.1389
135228CD109LZE2THumanEsophagusESCC1.40e-023.36e-010.082
135228CD109LZE4THumanEsophagusESCC1.57e-163.99e-010.0811
135228CD109LZE24THumanEsophagusESCC3.88e-04-4.32e-020.0596
135228CD109LZE6THumanEsophagusESCC5.42e-03-3.94e-020.0845
135228CD109P2T-EHumanEsophagusESCC7.05e-132.04e-010.1177
135228CD109P4T-EHumanEsophagusESCC1.90e-176.25e-010.1323
135228CD109P5T-EHumanEsophagusESCC4.03e-265.18e-010.1327
135228CD109P8T-EHumanEsophagusESCC5.98e-061.85e-010.0889
135228CD109P9T-EHumanEsophagusESCC2.47e-092.68e-010.1131
135228CD109P10T-EHumanEsophagusESCC2.54e-163.07e-010.116
135228CD109P11T-EHumanEsophagusESCC1.85e-066.39e-010.1426
135228CD109P12T-EHumanEsophagusESCC2.55e-225.43e-010.1122
135228CD109P15T-EHumanEsophagusESCC2.39e-176.11e-010.1149
135228CD109P16T-EHumanEsophagusESCC1.46e-043.26e-040.1153
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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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:004206010CervixCCwound healing109/2311422/187231.84e-141.57e-11109
GO:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:00435884CervixCCskin development71/2311263/187238.04e-111.46e-0871
GO:00506737CervixCCepithelial cell proliferation98/2311437/187232.01e-092.15e-0798
GO:00302164CervixCCkeratinocyte differentiation42/2311139/187231.74e-081.28e-0642
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00099137CervixCCepidermal cell differentiation53/2311202/187235.48e-083.25e-0653
GO:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:00506787CervixCCregulation of epithelial cell proliferation83/2311381/187231.31e-076.42e-0683
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:19030349CervixCCregulation of response to wounding44/2311167/187236.33e-072.31e-0544
GO:00104669CervixCCnegative regulation of peptidase activity60/2311262/187231.27e-064.34e-0560
GO:004593610CervixCCnegative regulation of phosphate metabolic process88/2311441/187232.92e-068.27e-0588
GO:001056310CervixCCnegative regulation of phosphorus metabolic process88/2311442/187233.21e-068.77e-0588
GO:00456822CervixCCregulation of epidermis development22/231165/187235.56e-061.38e-0422
GO:001095110CervixCCnegative regulation of endopeptidase activity56/2311252/187237.43e-061.74e-0456
GO:00456042CervixCCregulation of epidermal cell differentiation20/231158/187231.07e-052.33e-0420
GO:004232610CervixCCnegative regulation of phosphorylation77/2311385/187231.09e-052.38e-0477
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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
CD109SNVMissense_Mutationrs137899447c.445N>Tp.Arg149Cysp.R149CQ6YHK3protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A07U-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilSD
CD109SNVMissense_Mutationc.3391C>Gp.Leu1131Valp.L1131VQ6YHK3protein_codingdeleterious(0.01)benign(0.062)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
CD109SNVMissense_Mutationrs745425108c.917C>Tp.Ser306Leup.S306LQ6YHK3protein_codingtolerated(0.16)benign(0.013)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CD109SNVMissense_Mutationc.2918C>Gp.Ser973Cysp.S973CQ6YHK3protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CD109SNVMissense_Mutationc.3850G>Cp.Asp1284Hisp.D1284HQ6YHK3protein_codingdeleterious(0.02)possibly_damaging(0.813)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CD109SNVMissense_Mutationrs137899447c.445C>Tp.Arg149Cysp.R149CQ6YHK3protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CD109SNVMissense_Mutationrs776870550c.627A>Tp.Gln209Hisp.Q209HQ6YHK3protein_codingdeleterious(0.02)possibly_damaging(0.722)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CD109SNVMissense_Mutationnovelc.2636C>Tp.Thr879Ilep.T879IQ6YHK3protein_codingtolerated(0.09)benign(0.101)TCGA-BH-A0HB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
CD109SNVMissense_Mutationc.1090N>Gp.Leu364Valp.L364VQ6YHK3protein_codingdeleterious(0)probably_damaging(0.927)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CD109SNVMissense_Mutationrs202157387c.79N>Tp.Arg27Trpp.R27WQ6YHK3protein_codingdeleterious(0.01)possibly_damaging(0.727)TCGA-E2-A2P5-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexPD
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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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