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: C9orf85

Gene summary for C9ORF85

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C9orf85

Gene ID

138241

Gene namechromosome 9 open reading frame 85
Gene AliasC9orf85
Cytomap9q21.13
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

Q96MD7


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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
138241C9orf85P130T-EHumanEsophagusESCC1.94e-234.13e-010.1676
138241C9orf85NAFLD1HumanLiverNAFLD1.43e-095.34e-01-0.04
138241C9orf85S43HumanLiverCirrhotic3.96e-03-1.37e-01-0.0187
138241C9orf85HCC1_MengHumanLiverHCC8.58e-516.29e-030.0246
138241C9orf85HCC2_MengHumanLiverHCC7.18e-07-6.44e-020.0107
138241C9orf85HCC2HumanLiverHCC1.10e-081.13e+000.5341
138241C9orf85HCC5HumanLiverHCC3.52e-036.51e-010.4932
138241C9orf85S014HumanLiverHCC2.40e-041.25e-010.2254
138241C9orf85S028HumanLiverHCC2.46e-031.63e-010.2503
138241C9orf85S029HumanLiverHCC1.55e-022.56e-010.2581
138241C9orf85C04HumanOral cavityOSCC2.68e-074.71e-010.2633
138241C9orf85C21HumanOral cavityOSCC4.28e-205.34e-010.2678
138241C9orf85C30HumanOral cavityOSCC1.16e-261.10e+000.3055
138241C9orf85C38HumanOral cavityOSCC3.59e-024.04e-010.172
138241C9orf85C43HumanOral cavityOSCC1.19e-053.41e-010.1704
138241C9orf85C46HumanOral cavityOSCC2.27e-123.78e-010.1673
138241C9orf85C51HumanOral cavityOSCC2.48e-053.34e-010.2674
138241C9orf85C57HumanOral cavityOSCC2.23e-072.95e-010.1679
138241C9orf85C06HumanOral cavityOSCC8.54e-036.15e-010.2699
138241C9orf85SYSMH1HumanOral cavityOSCC3.34e-093.47e-010.1127
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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
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
C9orf85SNVMissense_Mutationnovelc.207N>Cp.Lys69Asnp.K69NQ96MD7protein_codingdeleterious(0)probably_damaging(0.943)TCGA-A2-A4S1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C9orf85SNVMissense_Mutationrs373529335c.406N>Ap.Glu136Lysp.E136KQ96MD7protein_codingtolerated(0.3)benign(0.001)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
C9orf85deletionFrame_Shift_Delnovelc.341delNp.Ile116Terp.I116*Q96MD7protein_codingTCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C9orf85SNVMissense_Mutationc.119N>Gp.Leu40Argp.L40RQ96MD7protein_codingtolerated(0.31)possibly_damaging(0.748)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
C9orf85SNVMissense_Mutationc.19N>Gp.Asn7Aspp.N7DQ96MD7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
C9orf85SNVMissense_Mutationnovelc.56C>Tp.Thr19Metp.T19MQ96MD7protein_codingdeleterious(0.03)benign(0.08)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
C9orf85SNVMissense_Mutationnovelc.280N>Cp.Glu94Glnp.E94QQ96MD7protein_codingtolerated(0.05)possibly_damaging(0.572)TCGA-B5-A3S1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapypaclitaxelSD
C9orf85SNVMissense_Mutationnovelc.377N>Gp.Asn126Serp.N126SQ96MD7protein_codingtolerated(0.72)benign(0.003)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
C9orf85insertionFrame_Shift_Insnovelc.340_341insAp.Ile116AsnfsTer5p.I116Nfs*5Q96MD7protein_codingTCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
C9orf85SNVMissense_Mutationc.316N>Ap.Val106Ilep.V106IQ96MD7protein_codingtolerated(0.11)benign(0.024)TCGA-EQ-8122-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
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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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