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: C16orf95

Gene summary for C16ORF95

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C16orf95

Gene ID

100506581

Gene namechromosome 16 open reading frame 95
Gene AliasC16orf95
Cytomap16q24.2
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

H3BNZ7


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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
100506581C16orf95LZE7THumanEsophagusESCC6.05e-075.58e-010.0667
100506581C16orf95P2T-EHumanEsophagusESCC1.65e-068.41e-020.1177
100506581C16orf95P4T-EHumanEsophagusESCC3.84e-102.54e-010.1323
100506581C16orf95P5T-EHumanEsophagusESCC5.93e-051.37e-010.1327
100506581C16orf95P9T-EHumanEsophagusESCC2.18e-154.24e-010.1131
100506581C16orf95P10T-EHumanEsophagusESCC7.23e-195.17e-010.116
100506581C16orf95P12T-EHumanEsophagusESCC9.60e-081.82e-010.1122
100506581C16orf95P15T-EHumanEsophagusESCC4.33e-081.23e-010.1149
100506581C16orf95P16T-EHumanEsophagusESCC5.15e-107.30e-020.1153
100506581C16orf95P21T-EHumanEsophagusESCC5.83e-112.50e-010.1617
100506581C16orf95P22T-EHumanEsophagusESCC6.84e-112.85e-010.1236
100506581C16orf95P26T-EHumanEsophagusESCC2.19e-214.09e-010.1276
100506581C16orf95P27T-EHumanEsophagusESCC1.96e-143.37e-010.1055
100506581C16orf95P28T-EHumanEsophagusESCC3.26e-092.21e-010.1149
100506581C16orf95P30T-EHumanEsophagusESCC2.34e-124.66e-010.137
100506581C16orf95P31T-EHumanEsophagusESCC4.16e-163.90e-010.1251
100506581C16orf95P32T-EHumanEsophagusESCC3.25e-041.13e-010.1666
100506581C16orf95P40T-EHumanEsophagusESCC7.50e-041.76e-010.109
100506581C16orf95P48T-EHumanEsophagusESCC9.98e-051.64e-010.0959
100506581C16orf95P52T-EHumanEsophagusESCC1.11e-082.48e-010.1555
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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
∗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
C16orf95SNVMissense_Mutationnovelc.637C>Tp.Arg213Cysp.R213Cprotein_codingtolerated(0.08)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C16orf95SNVMissense_Mutationrs567528534c.197G>Ap.Arg66Hisp.R66Hprotein_codingtolerated(0.17)possibly_damaging(0.454)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C16orf95SNVMissense_Mutationrs761836002c.680N>Tp.Pro227Leup.P227Lprotein_codingtolerated(1)benign(0)TCGA-IR-A3LI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
C16orf95SNVMissense_Mutationnovelc.652N>Ap.Gly218Serp.G218Sprotein_codingtolerated(1)benign(0.024)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C16orf95SNVMissense_Mutationrs567528534c.197N>Ap.Arg66Hisp.R66Hprotein_codingtolerated(0.17)possibly_damaging(0.454)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C16orf95SNVMissense_Mutationrs780555091c.562N>Ap.Gly188Serp.G188Sprotein_codingtolerated(0.62)possibly_damaging(0.71)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
C16orf95SNVMissense_Mutationnovelc.8C>Tp.Ala3Valp.A3Vprotein_codingtolerated_low_confidence(0.23)benign(0)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C16orf95SNVMissense_Mutationnovelc.323G>Tp.Arg108Leup.R108Lprotein_codingdeleterious(0.03)benign(0.312)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
C16orf95SNVMissense_Mutationnovelc.203N>Tp.Ser68Leup.S68Lprotein_codingtolerated(0.19)probably_damaging(0.927)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
C16orf95SNVMissense_Mutationnovelc.451N>Tp.Pro151Serp.P151Sprotein_codingdeleterious(0.04)benign(0.031)TCGA-EY-A1G8-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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