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: C16orf96

Gene summary for C16ORF96

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C16orf96

Gene ID

342346

Gene namechromosome 16 open reading frame 96
Gene AliasC16orf96
Cytomap16p13.3
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

A6NNT2


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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
342346C16orf96HTA11_3410_2000001011HumanColorectumAD7.98e-039.20e-020.0155
342346C16orf96HTA11_2487_2000001011HumanColorectumSER8.42e-051.66e-01-0.1808
342346C16orf96HTA11_1938_2000001011HumanColorectumAD5.27e-051.81e-01-0.0811
342346C16orf96HTA11_78_2000001011HumanColorectumAD2.02e-041.63e-01-0.1088
342346C16orf96HTA11_347_2000001011HumanColorectumAD3.56e-122.60e-01-0.1954
342346C16orf96HTA11_411_2000001011HumanColorectumSER5.61e-032.88e-01-0.2602
342346C16orf96HTA11_3361_2000001011HumanColorectumAD2.22e-022.41e-01-0.1207
342346C16orf96HTA11_83_2000001011HumanColorectumSER3.64e-052.13e-01-0.1526
342346C16orf96HTA11_1391_2000001011HumanColorectumAD1.30e-102.80e-01-0.059
342346C16orf96HTA11_2992_2000001011HumanColorectumSER1.94e-062.82e-01-0.1706
342346C16orf96HTA11_5216_2000001011HumanColorectumSER3.34e-043.57e-01-0.1462
342346C16orf96HTA11_546_2000001011HumanColorectumAD1.44e-031.63e-01-0.0842
342346C16orf96HTA11_7862_2000001011HumanColorectumAD1.96e-031.74e-01-0.0179
342346C16orf96HTA11_866_3004761011HumanColorectumAD2.04e-082.06e-010.096
342346C16orf96HTA11_8622_2000001021HumanColorectumSER4.45e-032.21e-010.0528
342346C16orf96HTA11_6818_2000001021HumanColorectumAD2.93e-133.92e-010.0588
342346C16orf96HTA11_99999970781_79442HumanColorectumMSS9.34e-092.37e-010.294
342346C16orf96HTA11_99999965062_69753HumanColorectumMSI-H1.89e-118.82e-010.3487
342346C16orf96HTA11_99999971662_82457HumanColorectumMSS1.31e-093.06e-010.3859
342346C16orf96HTA11_99999973899_84307HumanColorectumMSS1.14e-041.79e-010.2585
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
C16orf96SNVMissense_Mutationnovelc.1628T>Cp.Val543Alap.V543AA6NNT2protein_codingtolerated(1)benign(0)TCGA-A2-A3KC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
C16orf96SNVMissense_Mutationnovelc.248N>Cp.His83Prop.H83PA6NNT2protein_codingdeleterious(0)benign(0.05)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
C16orf96SNVMissense_Mutationnovelc.3365N>Tp.Arg1122Ilep.R1122IA6NNT2protein_codingdeleterious(0)probably_damaging(0.943)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
C16orf96SNVMissense_Mutationc.544G>Tp.Asp182Tyrp.D182YA6NNT2protein_codingdeleterious(0)possibly_damaging(0.73)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
C16orf96SNVMissense_Mutationnovelc.2721N>Gp.Phe907Leup.F907LA6NNT2protein_codingdeleterious(0.05)probably_damaging(0.996)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
C16orf96SNVMissense_Mutationc.1324C>Gp.Gln442Glup.Q442EA6NNT2protein_codingtolerated(0.24)benign(0.01)TCGA-XX-A899-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
C16orf96deletionFrame_Shift_Delc.1242delGp.Pro415GlnfsTer42p.P415Qfs*42A6NNT2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
C16orf96SNVMissense_Mutationnovelc.1408N>Tp.Arg470Trpp.R470WA6NNT2protein_codingdeleterious(0.01)benign(0)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
C16orf96SNVMissense_Mutationc.274N>Ap.Glu92Lysp.E92KA6NNT2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-MU-A5YI-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
C16orf96SNVMissense_Mutationc.2668N>Cp.Glu890Glnp.E890QA6NNT2protein_codingdeleterious(0)probably_damaging(0.984)TCGA-Q1-A5R2-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPR
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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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