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: C7orf26

Gene summary for C7ORF26

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C7orf26

Gene ID

79034

Gene namechromosome 7 open reading frame 26
Gene AliasC7orf26
Cytomap7p22.1
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

Q96N11


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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
79034C7orf26S014HumanLiverHCC1.30e-175.24e-010.2254
79034C7orf26S015HumanLiverHCC6.79e-073.07e-010.2375
79034C7orf26S016HumanLiverHCC1.93e-143.86e-010.2243
79034C7orf26S027HumanLiverHCC1.66e-064.19e-010.2446
79034C7orf26S028HumanLiverHCC1.48e-185.55e-010.2503
79034C7orf26S029HumanLiverHCC9.59e-134.47e-010.2581
79034C7orf26C04HumanOral cavityOSCC1.13e-033.59e-010.2633
79034C7orf26C21HumanOral cavityOSCC1.69e-235.98e-010.2678
79034C7orf26C30HumanOral cavityOSCC1.35e-239.52e-010.3055
79034C7orf26C38HumanOral cavityOSCC1.48e-056.59e-010.172
79034C7orf26C43HumanOral cavityOSCC6.38e-253.77e-010.1704
79034C7orf26C46HumanOral cavityOSCC2.05e-122.13e-010.1673
79034C7orf26C51HumanOral cavityOSCC6.23e-032.18e-010.2674
79034C7orf26C08HumanOral cavityOSCC2.21e-152.94e-010.1919
79034C7orf26LN46HumanOral cavityOSCC7.74e-032.49e-010.1666
79034C7orf26LP15HumanOral cavityLP1.53e-046.14e-010.2174
79034C7orf26SYSMH1HumanOral cavityOSCC1.35e-061.07e-010.1127
79034C7orf26SYSMH2HumanOral cavityOSCC7.10e-181.43e-010.2326
79034C7orf26SYSMH3HumanOral cavityOSCC3.21e-131.37e-010.2442
79034C7orf26SYSMH4HumanOral cavityOSCC1.87e-052.77e-020.1226
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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
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
C7orf26SNVMissense_Mutationrs778024323c.713N>Tp.Thr238Ilep.T238IQ96N11protein_codingdeleterious(0)possibly_damaging(0.893)TCGA-AR-A2LN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyletrozoleSD
C7orf26insertionFrame_Shift_Insnovelc.1006_1007insGGTTGATTCTCATCACTp.Leu336ArgfsTer7p.L336Rfs*7Q96N11protein_codingTCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
C7orf26SNVMissense_Mutationrs755583704c.958N>Ap.Asp320Asnp.D320NQ96N11protein_codingtolerated(0.12)possibly_damaging(0.879)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C7orf26SNVMissense_Mutationnovelc.1036N>Cp.Glu346Glnp.E346QQ96N11protein_codingtolerated(0.63)probably_damaging(0.996)TCGA-MY-A5BF-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinCR
C7orf26SNVMissense_Mutationnovelc.794G>Ap.Gly265Aspp.G265DQ96N11protein_codingtolerated(0.05)probably_damaging(0.999)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C7orf26SNVMissense_Mutationrs760205435c.899C>Tp.Thr300Metp.T300MQ96N11protein_codingtolerated(0.28)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
C7orf26SNVMissense_Mutationc.779N>Tp.Pro260Leup.P260LQ96N11protein_codingtolerated(0.11)benign(0)TCGA-AY-A69D-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
C7orf26SNVMissense_Mutationnovelc.583G>Tp.Asp195Tyrp.D195YQ96N11protein_codingdeleterious(0.01)possibly_damaging(0.66)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
C7orf26SNVMissense_Mutationc.842G>Ap.Arg281Lysp.R281KQ96N11protein_codingtolerated(0.48)benign(0)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
C7orf26SNVMissense_Mutationrs778178395c.1177G>Ap.Val393Metp.V393MQ96N11protein_codingtolerated_low_confidence(0.09)probably_damaging(0.995)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<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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