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: C22orf39

Gene summary for C22ORF39

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C22orf39

Gene ID

128977

Gene namechromosome 22 open reading frame 39
Gene AliasC22orf39
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q6P5X5


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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
128977C22orf39HTA11_2487_2000001011HumanColorectumSER3.37e-032.05e-01-0.1808
128977C22orf39HTA11_78_2000001011HumanColorectumAD4.96e-021.28e-01-0.1088
128977C22orf39HTA11_347_2000001011HumanColorectumAD1.02e-142.73e-01-0.1954
128977C22orf39HTA11_3361_2000001011HumanColorectumAD5.46e-031.44e-01-0.1207
128977C22orf39HTA11_83_2000001011HumanColorectumSER1.79e-042.30e-01-0.1526
128977C22orf39HTA11_696_2000001011HumanColorectumAD2.96e-072.04e-01-0.1464
128977C22orf39HTA11_1391_2000001011HumanColorectumAD4.63e-071.99e-01-0.059
128977C22orf39HTA11_546_2000001011HumanColorectumAD4.83e-051.98e-01-0.0842
128977C22orf39HTA11_7663_2000001011HumanColorectumSER6.81e-042.82e-010.0131
128977C22orf39HTA11_6801_2000001011HumanColorectumSER1.41e-064.68e-010.0171
128977C22orf39HTA11_10711_2000001011HumanColorectumAD6.02e-031.43e-010.0338
128977C22orf39HTA11_7469_2000001011HumanColorectumAD2.39e-033.31e-01-0.0124
128977C22orf39HTA11_99999970781_79442HumanColorectumMSS3.39e-092.23e-010.294
128977C22orf39HTA11_99999965062_69753HumanColorectumMSI-H1.40e-054.84e-010.3487
128977C22orf39HTA11_99999971662_82457HumanColorectumMSS6.92e-082.58e-010.3859
128977C22orf39HTA11_99999973899_84307HumanColorectumMSS5.79e-041.68e-010.2585
128977C22orf39LZE2THumanEsophagusESCC4.15e-071.02e+000.082
128977C22orf39LZE4THumanEsophagusESCC7.29e-124.56e-010.0811
128977C22orf39LZE7THumanEsophagusESCC1.79e-126.67e-010.0667
128977C22orf39LZE8THumanEsophagusESCC2.55e-021.61e-010.067
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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
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
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
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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
C22orf39SNVMissense_Mutationc.101G>Tp.Gly34Valp.G34VQ6P5X5protein_codingtolerated_low_confidence(0.14)benign(0.089)TCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
C22orf39SNVMissense_Mutationnovelc.371N>Tp.Pro124Leup.P124LQ6P5X5protein_codingtolerated(0.86)benign(0.003)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
C22orf39SNVMissense_Mutationrs754147776c.424N>Ap.Glu142Lysp.E142KQ6P5X5protein_codingtolerated(0.7)benign(0.01)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C22orf39SNVMissense_Mutationc.344N>Ap.Ala115Glup.A115EQ6P5X5protein_codingtolerated(0.51)benign(0.109)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
C22orf39SNVMissense_Mutationnovelc.145C>Tp.Pro49Serp.P49SQ6P5X5protein_codingtolerated(0.09)possibly_damaging(0.73)TCGA-DD-AAVP-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
C22orf39SNVMissense_Mutationnovelc.370N>Gp.Pro124Alap.P124AQ6P5X5protein_codingtolerated(0.31)benign(0.167)TCGA-BA-4076-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
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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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