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: C16orf87

Gene summary for C16ORF87

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C16orf87

Gene ID

388272

Gene namechromosome 16 open reading frame 87
Gene AliasC16orf87
Cytomap16q11.2
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q6PH81


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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
388272C16orf87LZE4THumanEsophagusESCC1.73e-113.78e-010.0811
388272C16orf87LZE7THumanEsophagusESCC2.23e-064.79e-010.0667
388272C16orf87LZE8THumanEsophagusESCC1.46e-029.63e-020.067
388272C16orf87LZE20THumanEsophagusESCC1.18e-021.16e-010.0662
388272C16orf87LZE24THumanEsophagusESCC5.98e-084.58e-010.0596
388272C16orf87LZE21THumanEsophagusESCC1.25e-052.29e-010.0655
388272C16orf87P1T-EHumanEsophagusESCC2.28e-062.77e-010.0875
388272C16orf87P2T-EHumanEsophagusESCC2.08e-173.40e-010.1177
388272C16orf87P4T-EHumanEsophagusESCC9.96e-246.30e-010.1323
388272C16orf87P5T-EHumanEsophagusESCC3.92e-193.57e-010.1327
388272C16orf87P8T-EHumanEsophagusESCC7.26e-275.26e-010.0889
388272C16orf87P9T-EHumanEsophagusESCC6.50e-092.19e-010.1131
388272C16orf87P10T-EHumanEsophagusESCC5.34e-273.49e-010.116
388272C16orf87P11T-EHumanEsophagusESCC2.68e-217.27e-010.1426
388272C16orf87P12T-EHumanEsophagusESCC5.70e-304.75e-010.1122
388272C16orf87P15T-EHumanEsophagusESCC6.54e-264.60e-010.1149
388272C16orf87P16T-EHumanEsophagusESCC4.92e-234.58e-010.1153
388272C16orf87P19T-EHumanEsophagusESCC2.76e-044.75e-010.1662
388272C16orf87P20T-EHumanEsophagusESCC2.48e-246.00e-010.1124
388272C16orf87P21T-EHumanEsophagusESCC2.20e-253.77e-010.1617
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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
∗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
C16orf87SNVMissense_Mutationc.80N>Tp.Cys27Phep.C27FQ6PH81protein_codingdeleterious(0)probably_damaging(0.99)TCGA-A7-A13D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
C16orf87SNVMissense_Mutationnovelc.91C>Ap.Pro31Thrp.P31TQ6PH81protein_codingtolerated(0.07)probably_damaging(0.995)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
C16orf87SNVMissense_Mutationc.34N>Ap.Ala12Thrp.A12TQ6PH81protein_codingtolerated(0.2)possibly_damaging(0.811)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
C16orf87SNVMissense_Mutationnovelc.452N>Tp.Arg151Ilep.R151IQ6PH81protein_codingdeleterious(0)possibly_damaging(0.558)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
C16orf87SNVMissense_Mutationnovelc.246N>Cp.Glu82Aspp.E82DQ6PH81protein_codingtolerated(0.1)probably_damaging(0.935)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
C16orf87SNVMissense_Mutationnovelc.339N>Cp.Glu113Aspp.E113DQ6PH81protein_codingtolerated(0.18)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
C16orf87SNVMissense_Mutationnovelc.220N>Cp.Asn74Hisp.N74HQ6PH81protein_codingtolerated(0.07)benign(0)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C16orf87SNVMissense_Mutationnovelc.415N>Ap.Ala139Thrp.A139TQ6PH81protein_codingtolerated(0.14)probably_damaging(0.978)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
C16orf87SNVMissense_Mutationc.348G>Tp.Glu116Aspp.E116DQ6PH81protein_codingtolerated(0.11)benign(0.052)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C16orf87SNVMissense_Mutationnovelc.452N>Tp.Arg151Ilep.R151IQ6PH81protein_codingdeleterious(0)possibly_damaging(0.558)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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