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
79169C1orf35S028HumanLiverHCC1.44e-321.54e+000.2503
79169C1orf35S029HumanLiverHCC1.01e-301.66e+000.2581
79169C1orf35C04HumanOral cavityOSCC3.40e-271.68e+000.2633
79169C1orf35C21HumanOral cavityOSCC1.25e-481.76e+000.2678
79169C1orf35C30HumanOral cavityOSCC2.69e-241.38e+000.3055
79169C1orf35C38HumanOral cavityOSCC1.97e-081.22e+000.172
79169C1orf35C43HumanOral cavityOSCC6.67e-275.83e-010.1704
79169C1orf35C46HumanOral cavityOSCC1.52e-217.40e-010.1673
79169C1orf35C51HumanOral cavityOSCC2.37e-151.04e+000.2674
79169C1orf35C57HumanOral cavityOSCC1.27e-095.86e-010.1679
79169C1orf35C06HumanOral cavityOSCC9.47e-041.11e+000.2699
79169C1orf35C08HumanOral cavityOSCC3.65e-491.04e+000.1919
79169C1orf35C09HumanOral cavityOSCC2.73e-033.29e-010.1431
79169C1orf35LN22HumanOral cavityOSCC3.38e-059.56e-010.1733
79169C1orf35LN38HumanOral cavityOSCC2.14e-031.08e+000.168
79169C1orf35LN46HumanOral cavityOSCC2.75e-075.21e-010.1666
79169C1orf35LP15HumanOral cavityLP1.89e-041.15e+000.2174
79169C1orf35LP17HumanOral cavityLP1.77e-038.61e-010.2349
79169C1orf35SYSMH1HumanOral cavityOSCC3.69e-114.22e-010.1127
79169C1orf35SYSMH2HumanOral cavityOSCC1.97e-238.76e-010.2326
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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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