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: TSC22D2

Gene summary for TSC22D2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSC22D2

Gene ID

9819

Gene nameTSC22 domain family member 2
Gene AliasTILZ4a
Cytomap3q25.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DN36


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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
9819TSC22D2HCC1_MengHumanLiverHCC5.49e-52-1.34e-010.0246
9819TSC22D2HCC2_MengHumanLiverHCC3.86e-15-4.26e-020.0107
9819TSC22D2cirrhotic3HumanLiverCirrhotic8.46e-03-1.43e-010.0215
9819TSC22D2Pt13.bHumanLiverHCC2.23e-08-5.36e-020.0251
9819TSC22D2Pt13.cHumanLiverHCC3.41e-02-2.57e-010.0076
9819TSC22D2S027HumanLiverHCC1.59e-026.66e-010.2446
9819TSC22D2S028HumanLiverHCC2.05e-046.11e-010.2503
9819TSC22D2S029HumanLiverHCC2.68e-035.42e-010.2581
9819TSC22D2TD9HumanLungIAC7.07e-036.11e-010.088
9819TSC22D2RNA-P17T-P17T-2HumanLungIAC2.55e-119.22e-010.3371
9819TSC22D2RNA-P17T-P17T-4HumanLungIAC1.56e-087.87e-010.343
9819TSC22D2RNA-P17T-P17T-6HumanLungIAC9.24e-097.24e-010.3385
9819TSC22D2RNA-P17T-P17T-8HumanLungIAC9.31e-117.69e-010.3329
9819TSC22D2RNA-P25T1-P25T1-1HumanLungAIS3.25e-064.10e-01-0.2116
9819TSC22D2RNA-P25T1-P25T1-4HumanLungAIS3.83e-074.91e-01-0.2119
9819TSC22D2RNA-P6T2-P6T2-1HumanLungIAC2.51e-031.79e-01-0.0166
9819TSC22D2RNA-P6T2-P6T2-2HumanLungIAC7.71e-082.48e-01-0.0132
9819TSC22D2RNA-P6T2-P6T2-3HumanLungIAC5.58e-061.75e-01-0.013
9819TSC22D2RNA-P7T1-P7T1-2HumanLungAIS7.32e-034.41e-01-0.0876
9819TSC22D2RNA-P7T1-P7T1-3HumanLungAIS1.29e-023.58e-01-0.0822
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
GO:0006970ColorectumSERresponse to osmotic stress23/289784/187233.61e-033.03e-0223
GO:00069701ColorectumFAPresponse to osmotic stress25/262284/187231.43e-042.24e-0325
GO:00069704EndometriumAEHresponse to osmotic stress18/210084/187234.94e-033.12e-0218
GO:000697012EndometriumEECresponse to osmotic stress19/216884/187232.98e-032.10e-0219
GO:00069707EsophagusESCCresponse to osmotic stress57/855284/187233.26e-052.70e-0457
GO:00069703LiverNAFLDresponse to osmotic stress20/188284/187231.95e-043.41e-0320
GO:000697011LiverCirrhoticresponse to osmotic stress34/463484/187231.06e-037.40e-0334
GO:00069702LiverHCCresponse to osmotic stress52/795884/187232.58e-041.92e-0352
GO:00069706Oral cavityOSCCresponse to osmotic stress50/730584/187231.11e-048.15e-0450
GO:000697014Oral cavityLPresponse to osmotic stress32/462384/187234.36e-032.79e-0232
GO:00069705ProstateBPHresponse to osmotic stress27/310784/187233.35e-042.52e-0327
GO:000697013ProstateTumorresponse to osmotic stress26/324684/187231.58e-039.63e-0326
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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
TSC22D2SNVMissense_Mutationc.2204N>Ap.Ser735Tyrp.S735YO75157protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TSC22D2SNVMissense_Mutationc.235N>Cp.Glu79Glnp.E79QO75157protein_codingtolerated(0.07)probably_damaging(0.984)TCGA-E2-A152-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabPD
TSC22D2SNVMissense_Mutationc.205N>Cp.Glu69Glnp.E69QO75157protein_codingdeleterious(0)probably_damaging(0.991)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
TSC22D2SNVMissense_Mutationnovelc.250N>Ap.Val84Ilep.V84IO75157protein_codingtolerated(0.06)benign(0.007)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
TSC22D2SNVMissense_Mutationc.805N>Gp.Phe269Valp.F269VO75157protein_codingtolerated(0.1)benign(0.222)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TSC22D2SNVMissense_Mutationnovelc.293N>Tp.Ala98Valp.A98VO75157protein_codingtolerated(0.08)benign(0)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TSC22D2SNVMissense_Mutationc.2096N>Tp.Ser699Ilep.S699IO75157protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TSC22D2SNVMissense_Mutationc.2204N>Ap.Ser735Tyrp.S735YO75157protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TSC22D2SNVMissense_Mutationnovelc.237G>Tp.Glu79Aspp.E79DO75157protein_codingtolerated(0.06)possibly_damaging(0.727)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TSC22D2SNVMissense_Mutationnovelc.565G>Ap.Asp189Asnp.D189NO75157protein_codingdeleterious(0.01)probably_damaging(0.909)TCGA-AA-A02E-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
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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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