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
79034C7orf26P26T-EHumanEsophagusESCC1.37e-102.49e-010.1276
79034C7orf26P27T-EHumanEsophagusESCC2.13e-132.88e-010.1055
79034C7orf26P28T-EHumanEsophagusESCC1.60e-203.75e-010.1149
79034C7orf26P30T-EHumanEsophagusESCC4.25e-103.04e-010.137
79034C7orf26P31T-EHumanEsophagusESCC1.38e-131.70e-010.1251
79034C7orf26P32T-EHumanEsophagusESCC9.38e-102.28e-010.1666
79034C7orf26P37T-EHumanEsophagusESCC6.62e-091.91e-010.1371
79034C7orf26P39T-EHumanEsophagusESCC1.03e-081.45e-010.0894
79034C7orf26P40T-EHumanEsophagusESCC1.50e-102.38e-010.109
79034C7orf26P42T-EHumanEsophagusESCC4.16e-144.05e-010.1175
79034C7orf26P44T-EHumanEsophagusESCC5.70e-091.47e-010.1096
79034C7orf26P47T-EHumanEsophagusESCC3.54e-112.10e-010.1067
79034C7orf26P48T-EHumanEsophagusESCC1.23e-101.92e-010.0959
79034C7orf26P49T-EHumanEsophagusESCC1.64e-056.22e-010.1768
79034C7orf26P52T-EHumanEsophagusESCC1.41e-153.01e-010.1555
79034C7orf26P54T-EHumanEsophagusESCC3.56e-111.79e-010.0975
79034C7orf26P56T-EHumanEsophagusESCC2.63e-035.86e-010.1613
79034C7orf26P57T-EHumanEsophagusESCC1.22e-051.84e-010.0926
79034C7orf26P61T-EHumanEsophagusESCC4.82e-051.82e-010.099
79034C7orf26P62T-EHumanEsophagusESCC3.71e-315.14e-010.1302
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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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