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: TRIM22

Gene summary for TRIM22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIM22

Gene ID

10346

Gene nametripartite motif containing 22
Gene AliasGPSTAF50
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

B4DQS5


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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
10346TRIM22LZE5THumanEsophagusESCC3.11e-022.76e-010.0514
10346TRIM22LZE8THumanEsophagusESCC4.44e-065.41e-020.067
10346TRIM22LZE20THumanEsophagusESCC4.53e-047.90e-020.0662
10346TRIM22LZE24THumanEsophagusESCC6.53e-165.34e-010.0596
10346TRIM22P2T-EHumanEsophagusESCC6.48e-315.86e-010.1177
10346TRIM22P4T-EHumanEsophagusESCC3.91e-02-1.27e-010.1323
10346TRIM22P5T-EHumanEsophagusESCC2.29e-041.63e-020.1327
10346TRIM22P8T-EHumanEsophagusESCC1.21e-171.96e-010.0889
10346TRIM22P9T-EHumanEsophagusESCC1.01e-308.03e-010.1131
10346TRIM22P10T-EHumanEsophagusESCC2.16e-03-2.10e-010.116
10346TRIM22P11T-EHumanEsophagusESCC2.13e-261.20e+000.1426
10346TRIM22P12T-EHumanEsophagusESCC4.85e-06-1.07e-010.1122
10346TRIM22P16T-EHumanEsophagusESCC1.46e-04-1.24e-010.1153
10346TRIM22P17T-EHumanEsophagusESCC1.41e-157.74e-010.1278
10346TRIM22P21T-EHumanEsophagusESCC1.43e-052.67e-010.1617
10346TRIM22P22T-EHumanEsophagusESCC1.53e-09-4.10e-020.1236
10346TRIM22P23T-EHumanEsophagusESCC4.47e-072.58e-010.108
10346TRIM22P24T-EHumanEsophagusESCC1.13e-267.57e-010.1287
10346TRIM22P26T-EHumanEsophagusESCC2.48e-04-1.51e-010.1276
10346TRIM22P27T-EHumanEsophagusESCC1.89e-147.27e-020.1055
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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
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:000961522SkincSCCresponse to virus152/4864367/187235.88e-112.75e-09152
GO:004440328SkincSCCbiological process involved in symbiotic interaction126/4864290/187236.39e-112.97e-09126
GO:000020924SkincSCCprotein polyubiquitination103/4864236/187232.57e-099.09e-08103
GO:005170129SkincSCCbiological process involved in interaction with host91/4864203/187234.30e-091.45e-0791
GO:0050792112SkincSCCregulation of viral process77/4864164/187235.38e-091.78e-0777
GO:0043123110SkincSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling84/4864186/187231.09e-083.40e-0784
GO:000724925SkincSCCI-kappaB kinase/NF-kappaB signaling116/4864281/187231.33e-084.08e-07116
GO:004312225SkincSCCregulation of I-kappaB kinase/NF-kappaB signaling105/4864249/187231.70e-085.09e-07105
GO:001050619SkincSCCregulation of autophagy127/4864317/187232.36e-086.71e-07127
GO:1903900112SkincSCCregulation of viral life cycle68/4864148/187231.17e-072.77e-0668
GO:00516076SkincSCCdefense response to virus107/4864265/187231.84e-074.02e-06107
GO:01405466SkincSCCdefense response to symbiont107/4864265/187231.84e-074.02e-06107
GO:005212629SkincSCCmovement in host environment76/4864175/187233.81e-077.55e-0676
GO:004440929SkincSCCentry into host59/4864151/187232.75e-042.22e-0359
GO:004671829SkincSCCviral entry into host cell56/4864144/187234.46e-043.42e-0356
GO:004390325SkincSCCregulation of biological process involved in symbiotic interaction31/486472/187231.21e-037.86e-0331
GO:005109214SkincSCCpositive regulation of NF-kappaB transcription factor activity55/4864152/187233.40e-031.84e-0255
GO:00105089SkincSCCpositive regulation of autophagy45/4864124/187237.08e-033.40e-0245
GO:0009896113ThyroidPTCpositive regulation of catabolic process278/5968492/187233.35e-302.64e-27278
GO:0031331113ThyroidPTCpositive regulation of cellular catabolic process249/5968427/187235.28e-303.58e-27249
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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
TRIM22SNVMissense_Mutationc.87T>Ap.Asp29Glup.D29EQ8IYM9protein_codingdeleterious(0.04)possibly_damaging(0.497)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TRIM22SNVMissense_Mutationrs775271050c.1055N>Tp.Ser352Leup.S352LQ8IYM9protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIM22SNVMissense_Mutationrs368256788c.1418N>Ap.Arg473Hisp.R473HQ8IYM9protein_codingtolerated(0.55)benign(0.01)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIM22SNVMissense_Mutationrs372042006c.979C>Tp.Arg327Cysp.R327CQ8IYM9protein_codingtolerated(0.21)benign(0)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRIM22SNVMissense_Mutationnovelc.179A>Gp.Gln60Argp.Q60RQ8IYM9protein_codingtolerated(1)possibly_damaging(0.601)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRIM22SNVMissense_Mutationc.757N>Tp.Ile253Phep.I253FQ8IYM9protein_codingtolerated(0.15)benign(0.001)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRIM22SNVMissense_Mutationrs553638122c.511G>Ap.Ala171Thrp.A171TQ8IYM9protein_codingtolerated(0.13)benign(0)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TRIM22SNVMissense_Mutationc.223G>Ap.Ala75Thrp.A75TQ8IYM9protein_codingdeleterious(0.04)benign(0.036)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRIM22SNVMissense_Mutationc.1417C>Tp.Arg473Cysp.R473CQ8IYM9protein_codingtolerated(0.22)benign(0.003)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TRIM22SNVMissense_Mutationc.1013N>Cp.Asp338Alap.D338AQ8IYM9protein_codingtolerated(0.1)benign(0.243)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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