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: CD69

Gene summary for CD69

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD69

Gene ID

969

Gene nameCD69 molecule
Gene AliasAIM
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q07108


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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
969CD69CA_HPV_1HumanCervixCC1.25e-05-1.63e-010.0264
969CD69CA_HPV_3HumanCervixCC1.24e-02-2.48e-010.0414
969CD69HSIL_HPV_1HumanCervixHSIL_HPV1.00e-07-5.91e-010.0116
969CD69HSIL_HPV_2HumanCervixHSIL_HPV1.14e-20-7.61e-010.0208
969CD69N_HPV_2HumanCervixN_HPV3.55e-19-5.06e-02-0.0131
969CD69CCI_1HumanCervixCC1.23e-03-8.09e-010.528
969CD69CCI_2HumanCervixCC3.50e-03-8.09e-010.5249
969CD69CCI_3HumanCervixCC5.04e-04-7.94e-010.516
969CD69CCII_1HumanCervixCC2.82e-08-8.09e-010.3249
969CD69TumorHumanCervixCC1.05e-26-8.09e-010.1241
969CD69sample1HumanCervixCC1.27e-06-8.09e-010.0959
969CD69sample3HumanCervixCC2.10e-22-8.00e-010.1387
969CD69H2HumanCervixHSIL_HPV2.34e-19-7.40e-010.0632
969CD69T1HumanCervixCC8.70e-14-7.97e-010.0918
969CD69T3HumanCervixCC1.78e-23-8.03e-010.1389
969CD69LZE11DHumanEsophagusHGIN1.69e-023.75e-01-0.005
969CD69LZE4THumanEsophagusESCC9.16e-111.30e+000.0811
969CD69LZE7THumanEsophagusESCC5.83e-046.33e-010.0667
969CD69LZE6THumanEsophagusESCC3.66e-232.88e+000.0845
969CD69P16T-EHumanEsophagusESCC4.29e-032.57e-010.1153
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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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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
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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
CD69KLRB1CLEC2C_KLRB1CLECBreastADJ
CD69KLRB1CLEC2C_KLRB1CLECBreastDCIS
CD69KLRB1CLEC2C_KLRB1CLECBreastHealthy
CD69KLRB1CLEC2C_KLRB1CLECBreastIDC
CD69KLRB1CLEC2C_KLRB1CLECBreastPrecancer
CD69KLRB1CLEC2C_KLRB1CLECCervixADJ
CD69KLRB1CLEC2C_KLRB1CLECCervixCC
CD69KLRB1CLEC2C_KLRB1CLECCervixHealthy
CD69KLRB1CLEC2C_KLRB1CLECCervixPrecancer
CD69KLRB1CLEC2C_KLRB1CLECCRCMSI-H
CD69KLRB1CLEC2C_KLRB1CLECEndometriumADJ
CD69KLRB1CLEC2C_KLRB1CLECEndometriumAEH
CD69KLRB1CLEC2C_KLRB1CLECEndometriumEEC
CD69KLRB1CLEC2C_KLRB1CLECEndometriumHealthy
CD69KLRB1CLEC2C_KLRB1CLECEsophagusADJ
CD69KLRB1CLEC2C_KLRB1CLECGCADJ
CD69KLRB1CLEC2C_KLRB1CLECGCGC
CD69KLRB1CLEC2C_KLRB1CLECGCHealthy
CD69KLRB1CLEC2C_KLRB1CLECGCPrecancer
CD69KLRB1CLEC2C_KLRB1CLECHNSCCADJ
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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
CD69SNVMissense_Mutationc.248N>Gp.Ser83Cysp.S83CQ07108protein_codingdeleterious(0.02)probably_damaging(0.97)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
CD69SNVMissense_Mutationc.130N>Cp.Ala44Prop.A44PQ07108protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AA-3968-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CD69SNVMissense_Mutationnovelc.394N>Ap.Leu132Ilep.L132IQ07108protein_codingdeleterious(0.05)probably_damaging(0.998)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CD69SNVMissense_Mutationnovelc.404N>Gp.Tyr135Cysp.Y135CQ07108protein_codingdeleterious(0.02)probably_damaging(0.993)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CD69SNVMissense_Mutationc.97N>Ap.His33Asnp.H33NQ07108protein_codingtolerated(0.11)benign(0.031)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
CD69SNVMissense_Mutationc.220N>Ap.Phe74Ilep.F74IQ07108protein_codingtolerated(0.39)benign(0.01)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CD69insertionFrame_Shift_Insnovelc.533_534insAp.Asn178LysfsTer10p.N178Kfs*10Q07108protein_codingTCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CD69SNVMissense_Mutationnovelc.197A>Gp.Tyr66Cysp.Y66CQ07108protein_codingdeleterious(0.02)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CD69SNVMissense_Mutationnovelc.115G>Ap.Val39Ilep.V39IQ07108protein_codingtolerated(0.15)possibly_damaging(0.825)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CD69SNVMissense_Mutationnovelc.561G>Tp.Glu187Aspp.E187DQ07108protein_codingtolerated(0.49)benign(0.001)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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
969CD69EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEANTITUMOR ANTIBIOTICS11811939
969CD69EXTERNAL SIDE OF PLASMA MEMBRANE, DRUGGABLE GENOMEtocilizumabTOCILIZUMAB27339827
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