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: C16orf52

Gene summary for C16ORF52

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C16orf52

Gene ID

730094

Gene namemodulator of smoothened
Gene AliasATTHOG
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q8NHV5


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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
730094C16orf52HTA11_99999970781_79442HumanColorectumMSS1.75e-183.56e-010.294
730094C16orf52HTA11_99999965062_69753HumanColorectumMSI-H1.91e-087.22e-010.3487
730094C16orf52HTA11_99999965104_69814HumanColorectumMSS7.13e-206.47e-010.281
730094C16orf52HTA11_99999971662_82457HumanColorectumMSS1.75e-183.59e-010.3859
730094C16orf52HTA11_99999973899_84307HumanColorectumMSS5.79e-041.84e-010.2585
730094C16orf52HTA11_99999974143_84620HumanColorectumMSS4.28e-102.06e-010.3005
730094C16orf52C21HumanOral cavityOSCC1.18e-042.31e-010.2678
730094C16orf52C30HumanOral cavityOSCC1.14e-218.63e-010.3055
730094C16orf52C46HumanOral cavityOSCC1.13e-021.19e-010.1673
730094C16orf52C57HumanOral cavityOSCC1.29e-032.87e-010.1679
730094C16orf52C08HumanOral cavityOSCC5.84e-235.02e-010.1919
730094C16orf52C09HumanOral cavityOSCC7.08e-031.92e-010.1431
730094C16orf52LN46HumanOral cavityOSCC1.04e-021.76e-010.1666
730094C16orf52SYSMH1HumanOral cavityOSCC1.56e-041.80e-010.1127
730094C16orf52SYSMH2HumanOral cavityOSCC3.20e-082.72e-010.2326
730094C16orf52SYSMH3HumanOral cavityOSCC4.26e-113.47e-010.2442
730094C16orf52SYSMH5HumanOral cavityOSCC1.12e-031.30e-010.0647
730094C16orf52SYSMH6HumanOral cavityOSCC2.19e-041.71e-010.1275
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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
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
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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
C16orf52SNVMissense_Mutationnovelc.190N>Ap.Glu64Lysp.E64KQ8NHV5protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
C16orf52SNVMissense_Mutationnovelc.17N>Cp.Ile6Thrp.I6TQ8NHV5protein_codingtolerated(0.17)benign(0.051)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C16orf52SNVMissense_Mutationnovelc.193T>Cp.Trp65Argp.W65RQ8NHV5protein_codingdeleterious(0.02)benign(0.05)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
C16orf52SNVMissense_Mutationnovelc.40N>Ap.Ala14Thrp.A14TQ8NHV5protein_codingtolerated(0.17)benign(0.026)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
C16orf52SNVMissense_Mutationnovelc.65G>Ap.Ser22Asnp.S22NQ8NHV5protein_codingdeleterious(0)benign(0.089)TCGA-EO-A22T-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C16orf52SNVMissense_Mutationnovelc.351T>Gp.Phe117Leup.F117LQ8NHV5protein_codingdeleterious(0.04)benign(0.017)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
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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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