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: TTC22

Gene summary for TTC22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTC22

Gene ID

55001

Gene nametetratricopeptide repeat domain 22
Gene AliasTTC22
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

Q5TAA0


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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
55001TTC22HTA11_2487_2000001011HumanColorectumSER9.84e-065.08e-01-0.1808
55001TTC22HTA11_347_2000001011HumanColorectumAD1.85e-104.44e-01-0.1954
55001TTC22HTA11_411_2000001011HumanColorectumSER1.17e-039.62e-01-0.2602
55001TTC22HTA11_866_2000001011HumanColorectumAD2.24e-021.75e-01-0.1001
55001TTC22HTA11_5212_2000001011HumanColorectumAD9.38e-033.90e-01-0.2061
55001TTC22HTA11_546_2000001011HumanColorectumAD6.85e-042.68e-01-0.0842
55001TTC22A002-C-116HumanColorectumFAP3.85e-03-8.90e-02-0.0452
55001TTC22LZE22THumanEsophagusESCC2.76e-033.19e-010.068
55001TTC22LZE24THumanEsophagusESCC8.82e-071.95e-010.0596
55001TTC22P1T-EHumanEsophagusESCC6.66e-054.47e-010.0875
55001TTC22P2T-EHumanEsophagusESCC1.16e-091.55e-010.1177
55001TTC22P4T-EHumanEsophagusESCC2.89e-039.87e-020.1323
55001TTC22P5T-EHumanEsophagusESCC8.67e-101.33e-010.1327
55001TTC22P8T-EHumanEsophagusESCC4.00e-131.43e-010.0889
55001TTC22P9T-EHumanEsophagusESCC4.17e-028.42e-020.1131
55001TTC22P10T-EHumanEsophagusESCC1.63e-101.15e-010.116
55001TTC22P12T-EHumanEsophagusESCC8.32e-121.77e-010.1122
55001TTC22P15T-EHumanEsophagusESCC1.97e-163.39e-010.1149
55001TTC22P16T-EHumanEsophagusESCC2.83e-068.95e-020.1153
55001TTC22P20T-EHumanEsophagusESCC1.74e-215.26e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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
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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
TTC22SNVMissense_Mutationrs753225414c.689C>Tp.Thr230Metp.T230MQ5TAA0protein_codingdeleterious(0.04)possibly_damaging(0.84)TCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TTC22SNVMissense_Mutationrs756889138c.726N>Ap.Asp242Glup.D242EQ5TAA0protein_codingtolerated(0.5)benign(0)TCGA-B6-A0I1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
TTC22insertionNonsense_Mutationnovelc.940_941insTGTGAGCp.Ala314ValfsTer2p.A314Vfs*2Q5TAA0protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TTC22insertionIn_Frame_Insnovelc.938_939insCCCACCTCGACCTCCCAAAGTGCTGGAATTCCAp.Met313delinsIleProProArgProProLysValLeuGluPheGlnp.M313delinsIPPRPPKVLEFQQ5TAA0protein_codingTCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
TTC22SNVMissense_Mutationnovelc.789C>Ap.Phe263Leup.F263LQ5TAA0protein_codingtolerated(0.1)probably_damaging(0.978)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTC22SNVMissense_Mutationnovelc.325N>Ap.Val109Metp.V109MQ5TAA0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TTC22SNVMissense_Mutationnovelc.1696N>Ap.Ala566Thrp.A566TQ5TAA0protein_codingtolerated_low_confidence(0.29)benign(0.025)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TTC22SNVMissense_Mutationc.694G>Ap.Ala232Thrp.A232TQ5TAA0protein_codingtolerated(0.54)benign(0)TCGA-AA-A017-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TTC22SNVMissense_Mutationrs780887864c.721G>Ap.Glu241Lysp.E241KQ5TAA0protein_codingtolerated(0.3)benign(0.007)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TTC22SNVMissense_Mutationc.1198G>Ap.Ala400Thrp.A400TQ5TAA0protein_codingtolerated(0.1)probably_damaging(0.945)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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