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: TSC22D4

Gene summary for TSC22D4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSC22D4

Gene ID

81628

Gene nameTSC22 domain family member 4
Gene AliasTHG-1
Cytomap7q22.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DKI8


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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
81628TSC22D4LZE2THumanEsophagusESCC4.88e-024.11e-010.082
81628TSC22D4LZE4THumanEsophagusESCC4.03e-121.95e-010.0811
81628TSC22D4LZE7THumanEsophagusESCC2.85e-072.64e-010.0667
81628TSC22D4LZE8THumanEsophagusESCC9.22e-071.82e-010.067
81628TSC22D4LZE20THumanEsophagusESCC4.66e-052.48e-010.0662
81628TSC22D4LZE22THumanEsophagusESCC4.07e-095.04e-010.068
81628TSC22D4LZE24THumanEsophagusESCC1.84e-225.80e-010.0596
81628TSC22D4LZE21THumanEsophagusESCC2.98e-022.18e-010.0655
81628TSC22D4LZE6THumanEsophagusESCC8.22e-063.07e-010.0845
81628TSC22D4P1T-EHumanEsophagusESCC5.65e-176.46e-010.0875
81628TSC22D4P2T-EHumanEsophagusESCC3.67e-659.79e-010.1177
81628TSC22D4P4T-EHumanEsophagusESCC4.57e-213.94e-010.1323
81628TSC22D4P5T-EHumanEsophagusESCC6.45e-212.19e-010.1327
81628TSC22D4P8T-EHumanEsophagusESCC2.03e-305.67e-010.0889
81628TSC22D4P9T-EHumanEsophagusESCC5.35e-153.48e-010.1131
81628TSC22D4P10T-EHumanEsophagusESCC1.19e-355.82e-010.116
81628TSC22D4P11T-EHumanEsophagusESCC7.44e-246.33e-010.1426
81628TSC22D4P12T-EHumanEsophagusESCC5.06e-416.73e-010.1122
81628TSC22D4P15T-EHumanEsophagusESCC9.75e-409.03e-010.1149
81628TSC22D4P16T-EHumanEsophagusESCC1.04e-519.21e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00069707EsophagusESCCresponse to osmotic stress57/855284/187233.26e-052.70e-0457
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
GO:000697021SkincSCCresponse to osmotic stress35/486484/187231.23e-037.97e-0335
GO:00069709ThyroidPTCresponse to osmotic stress42/596884/187234.07e-042.73e-0342
GO:000697016ThyroidATCresponse to osmotic stress45/629384/187231.27e-049.03e-0445
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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
TSC22D4CD8TCMSkinHealthyLIMD2,EVL,ZNF683, etc.8.11e-02The 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.
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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
TSC22D4SNVMissense_Mutationc.664N>Ap.Ala222Thrp.A222TQ9Y3Q8protein_codingtolerated_low_confidence(0.15)benign(0.055)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TSC22D4SNVMissense_Mutationc.745N>Gp.Pro249Alap.P249AQ9Y3Q8protein_codingdeleterious_low_confidence(0.01)benign(0.068)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TSC22D4SNVMissense_Mutationnovelc.854N>Tp.Ala285Valp.A285VQ9Y3Q8protein_codingtolerated(0.07)benign(0.068)TCGA-ZJ-AB0I-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TSC22D4SNVMissense_Mutationc.1073T>Cp.Leu358Prop.L358PQ9Y3Q8protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TSC22D4SNVMissense_Mutationc.1012N>Tp.Arg338Trpp.R338WQ9Y3Q8protein_codingdeleterious(0)possibly_damaging(0.8)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TSC22D4SNVMissense_Mutationrs773665153c.1013N>Ap.Arg338Glnp.R338QQ9Y3Q8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
TSC22D4SNVMissense_Mutationnovelc.787A>Cp.Ser263Argp.S263RQ9Y3Q8protein_codingtolerated(0.05)benign(0.034)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TSC22D4SNVMissense_Mutationnovelc.851G>Ap.Gly284Glup.G284EQ9Y3Q8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TSC22D4SNVMissense_Mutationc.859G>Ap.Ala287Thrp.A287TQ9Y3Q8protein_codingdeleterious_low_confidence(0.03)benign(0.1)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TSC22D4SNVMissense_Mutationrs143784300c.1045N>Tp.Arg349Trpp.R349WQ9Y3Q8protein_codingdeleterious(0)probably_damaging(0.987)TCGA-B5-A11Y-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
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