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: C1orf116

Gene summary for C1ORF116

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1orf116

Gene ID

79098

Gene namechromosome 1 open reading frame 116
Gene AliasSARG
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q9BW04


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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
79098C1orf116P37T-EHumanEsophagusESCC9.24e-075.31e-020.1371
79098C1orf116P38T-EHumanEsophagusESCC2.89e-025.94e-020.127
79098C1orf116P39T-EHumanEsophagusESCC1.27e-031.48e-010.0894
79098C1orf116P42T-EHumanEsophagusESCC8.17e-04-1.96e-020.1175
79098C1orf116P44T-EHumanEsophagusESCC3.20e-031.27e-030.1096
79098C1orf116P47T-EHumanEsophagusESCC7.01e-091.81e-010.1067
79098C1orf116P48T-EHumanEsophagusESCC4.49e-05-5.37e-030.0959
79098C1orf116P52T-EHumanEsophagusESCC9.79e-086.68e-030.1555
79098C1orf116P54T-EHumanEsophagusESCC3.57e-163.69e-010.0975
79098C1orf116P57T-EHumanEsophagusESCC8.56e-059.35e-020.0926
79098C1orf116P61T-EHumanEsophagusESCC4.93e-04-7.79e-020.099
79098C1orf116P62T-EHumanEsophagusESCC1.40e-078.36e-020.1302
79098C1orf116P65T-EHumanEsophagusESCC2.45e-044.33e-020.0978
79098C1orf116P74T-EHumanEsophagusESCC6.36e-051.94e-010.1479
79098C1orf116P75T-EHumanEsophagusESCC4.45e-145.74e-010.1125
79098C1orf116P80T-EHumanEsophagusESCC8.27e-064.47e-010.155
79098C1orf116P82T-EHumanEsophagusESCC4.16e-098.20e-010.1072
79098C1orf116P83T-EHumanEsophagusESCC5.13e-072.39e-010.1738
79098C1orf116P89T-EHumanEsophagusESCC2.64e-031.27e-010.1752
79098C1orf116P91T-EHumanEsophagusESCC4.35e-045.06e-010.1828
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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
∗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
C1orf116SNVMissense_Mutationnovelc.967T>Cp.Ser323Prop.S323PQ9BW04protein_codingtolerated(0.06)benign(0.043)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
C1orf116SNVMissense_Mutationc.1281G>Ap.Met427Ilep.M427IQ9BW04protein_codingtolerated(0.07)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
C1orf116SNVMissense_Mutationc.1664N>Tp.Ser555Ilep.S555IQ9BW04protein_codingdeleterious(0.01)benign(0.211)TCGA-E9-A22A-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
C1orf116SNVMissense_Mutationnovelc.1252N>Gp.Pro418Alap.P418AQ9BW04protein_codingtolerated(0.15)benign(0.395)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
C1orf116insertionNonsense_Mutationnovelc.120_121insAGGCAGAAGAAGGTGTAGCCACACTp.Asp41ArgfsTer6p.D41Rfs*6Q9BW04protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
C1orf116insertionFrame_Shift_Insnovelc.1248_1249insCTp.Ala417LeufsTer12p.A417Lfs*12Q9BW04protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
C1orf116insertionNonsense_Mutationnovelc.1247_1248insTTAGGAAGTAAATCTTACTTATGGTTGTGAp.Pro416_Ala417insTerp.P416_A417ins*Q9BW04protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
C1orf116insertionNonsense_Mutationnovelc.139_140insTATCAGAGCTCTAGAAGGGAAAGGGGTTTGACCp.Glu47delinsValSerGluLeuTerLysGlyLysGlyPheAspGlnp.E47delinsVSEL*KGKGFDQQ9BW04protein_codingTCGA-BH-A0BV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
C1orf116SNVMissense_Mutationc.992N>Tp.Gly331Valp.G331VQ9BW04protein_codingtolerated(0.11)possibly_damaging(0.785)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
C1orf116SNVMissense_Mutationnovelc.525N>Cp.Gln175Hisp.Q175HQ9BW04protein_codingdeleterious(0.02)possibly_damaging(0.826)TCGA-EA-A3Y4-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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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