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: CCDC22

Gene summary for CCDC22

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC22

Gene ID

28952

Gene namecoiled-coil domain containing 22
Gene AliasCXorf37
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024QZ03


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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
28952CCDC22LZE4THumanEsophagusESCC8.05e-031.33e-010.0811
28952CCDC22LZE7THumanEsophagusESCC4.68e-021.84e-010.0667
28952CCDC22LZE24THumanEsophagusESCC1.00e-061.27e-010.0596
28952CCDC22P1T-EHumanEsophagusESCC1.52e-031.55e-010.0875
28952CCDC22P2T-EHumanEsophagusESCC1.91e-112.73e-010.1177
28952CCDC22P4T-EHumanEsophagusESCC2.86e-142.25e-010.1323
28952CCDC22P5T-EHumanEsophagusESCC1.18e-051.20e-010.1327
28952CCDC22P8T-EHumanEsophagusESCC2.63e-182.88e-010.0889
28952CCDC22P9T-EHumanEsophagusESCC3.43e-081.60e-010.1131
28952CCDC22P10T-EHumanEsophagusESCC9.82e-098.83e-020.116
28952CCDC22P11T-EHumanEsophagusESCC9.39e-092.51e-010.1426
28952CCDC22P12T-EHumanEsophagusESCC3.31e-122.04e-010.1122
28952CCDC22P15T-EHumanEsophagusESCC1.06e-132.65e-010.1149
28952CCDC22P16T-EHumanEsophagusESCC1.79e-171.70e-010.1153
28952CCDC22P17T-EHumanEsophagusESCC1.27e-042.70e-010.1278
28952CCDC22P19T-EHumanEsophagusESCC1.71e-053.76e-010.1662
28952CCDC22P20T-EHumanEsophagusESCC4.23e-101.91e-010.1124
28952CCDC22P21T-EHumanEsophagusESCC6.61e-121.92e-010.1617
28952CCDC22P22T-EHumanEsophagusESCC2.06e-081.03e-010.1236
28952CCDC22P23T-EHumanEsophagusESCC6.07e-204.68e-010.108
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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
∗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:0043433Oral cavityLPnegative regulation of DNA-binding transcription factor activity61/4623185/187236.68e-033.89e-0261
GO:005122012Oral cavityLPcytoplasmic sequestering of protein11/462322/187239.01e-034.83e-0211
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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
CCDC22SNVMissense_Mutationnovelc.766N>Ap.Leu256Metp.L256MO60826protein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CCDC22SNVMissense_Mutationc.298N>Gp.Leu100Valp.L100VO60826protein_codingtolerated(0.2)benign(0.362)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
CCDC22SNVMissense_Mutationc.1713N>Gp.Ile571Metp.I571MO60826protein_codingdeleterious(0.05)possibly_damaging(0.879)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
CCDC22deletionFrame_Shift_Delnovelc.1641delCp.Lys548ArgfsTer13p.K548Rfs*13O60826protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CCDC22SNVMissense_Mutationnovelc.571N>Ap.Pro191Thrp.P191TO60826protein_codingdeleterious(0.01)possibly_damaging(0.842)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC22SNVMissense_Mutationnovelc.605N>Tp.Arg202Metp.R202MO60826protein_codingtolerated(0.19)possibly_damaging(0.81)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
CCDC22SNVMissense_Mutationnovelc.1196N>Cp.Asn399Thrp.N399TO60826protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
CCDC22SNVMissense_Mutationc.1298N>Ap.Arg433Hisp.R433HO60826protein_codingdeleterious(0)probably_damaging(0.993)TCGA-EK-A2RB-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCDC22SNVMissense_Mutationnovelc.419N>Ap.Leu140Glnp.L140QO60826protein_codingdeleterious(0.04)benign(0.235)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
CCDC22insertionFrame_Shift_Insnovelc.1194_1195insCACAGp.Asn399HisfsTer81p.N399Hfs*81O60826protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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