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: C1orf35

Gene summary for C1ORF35

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C1orf35

Gene ID

79169

Gene namechromosome 1 open reading frame 35
Gene AliasMMTAG2
Cytomap1q42.13
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9BU76


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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
79169C1orf35P91T-EHumanEsophagusESCC8.16e-151.68e+000.1828
79169C1orf35P94T-EHumanEsophagusESCC1.68e-025.85e-010.0879
79169C1orf35P104T-EHumanEsophagusESCC1.40e-045.65e-010.0931
79169C1orf35P107T-EHumanEsophagusESCC1.02e-449.96e-010.171
79169C1orf35P126T-EHumanEsophagusESCC8.55e-078.77e-010.1125
79169C1orf35P127T-EHumanEsophagusESCC3.02e-335.76e-010.0826
79169C1orf35P128T-EHumanEsophagusESCC2.79e-371.03e+000.1241
79169C1orf35P130T-EHumanEsophagusESCC1.84e-1031.88e+000.1676
79169C1orf35S43HumanLiverCirrhotic9.68e-04-1.30e-01-0.0187
79169C1orf35HCC1_MengHumanLiverHCC6.47e-729.58e-020.0246
79169C1orf35HCC2_MengHumanLiverHCC5.51e-262.01e-010.0107
79169C1orf35cirrhotic1HumanLiverCirrhotic1.33e-052.12e-010.0202
79169C1orf35HCC1HumanLiverHCC2.07e-023.39e+000.5336
79169C1orf35HCC2HumanLiverHCC3.15e-062.99e+000.5341
79169C1orf35Pt13.bHumanLiverHCC1.03e-081.51e-010.0251
79169C1orf35Pt14.aHumanLiverHCC1.85e-053.15e-010.0169
79169C1orf35S014HumanLiverHCC1.08e-231.08e+000.2254
79169C1orf35S015HumanLiverHCC4.27e-136.76e-010.2375
79169C1orf35S016HumanLiverHCC4.82e-228.08e-010.2243
79169C1orf35S027HumanLiverHCC4.61e-161.41e+000.2446
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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
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
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
C1orf35SNVMissense_Mutationc.280N>Ap.Leu94Metp.L94MQ9BU76protein_codingdeleterious(0)probably_damaging(0.994)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
C1orf35SNVMissense_Mutationnovelc.264N>Tp.Lys88Asnp.K88NQ9BU76protein_codingtolerated(0.06)benign(0.146)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C1orf35SNVMissense_Mutationnovelc.550N>Gp.Lys184Glup.K184EQ9BU76protein_codingtolerated(0.28)probably_damaging(0.968)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
C1orf35SNVMissense_Mutationrs748613886c.658T>Cp.Ser220Prop.S220PQ9BU76protein_codingtolerated(0.11)benign(0.202)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C1orf35SNVMissense_Mutationrs534724964c.629N>Ap.Arg210Glnp.R210QQ9BU76protein_codingtolerated(0.07)benign(0)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C1orf35SNVMissense_Mutationrs140393278c.761N>Ap.Arg254Hisp.R254HQ9BU76protein_codingtolerated_low_confidence(0.48)benign(0)TCGA-D1-A103-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
C1orf35SNVMissense_Mutationnovelc.470G>Ap.Gly157Glup.G157EQ9BU76protein_codingtolerated(0.97)benign(0.08)TCGA-UB-AA0U-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
C1orf35SNVMissense_Mutationc.437N>Gp.Ser146Cysp.S146CQ9BU76protein_codingdeleterious(0)possibly_damaging(0.87)TCGA-69-7760-01Lunglung adenocarcinomaMale>=65I/IIChemotherapycarboplatinSD
C1orf35SNVMissense_Mutationnovelc.80N>Tp.Arg27Leup.R27LQ9BU76protein_codingdeleterious(0)probably_damaging(0.99)TCGA-91-6835-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
C1orf35SNVMissense_Mutationnovelc.28N>Gp.Arg10Glyp.R10GQ9BU76protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MF-A522-01Lunglung 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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