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: KCTD16

Gene summary for KCTD16

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KCTD16

Gene ID

57528

Gene namepotassium channel tetramerization domain containing 16
Gene AliasKCTD16
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A8K8W2


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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
57528KCTD16HTA11_3361_2000001011HumanColorectumAD2.79e-023.07e-01-0.1207
57528KCTD16HTA11_696_2000001011HumanColorectumAD1.27e-043.45e-01-0.1464
57528KCTD16HTA11_866_3004761011HumanColorectumAD2.87e-052.91e-010.096
57528KCTD16HTA11_99999974143_84620HumanColorectumMSS5.73e-092.66e-010.3005
57528KCTD16F007HumanColorectumFAP1.52e-044.54e-010.1176
57528KCTD16A002-C-010HumanColorectumFAP9.77e-206.74e-010.242
57528KCTD16A014-C-040HumanColorectumFAP7.44e-035.66e-01-0.1184
57528KCTD16A002-C-201HumanColorectumFAP2.53e-023.31e-010.0324
57528KCTD16A002-C-203HumanColorectumFAP3.64e-064.25e-010.2786
57528KCTD16A002-C-021HumanColorectumFAP7.06e-318.68e-010.1171
57528KCTD16A002-C-205HumanColorectumFAP1.77e-033.64e-01-0.1236
57528KCTD16A002-C-016HumanColorectumFAP2.84e-073.92e-010.0521
57528KCTD16A014-C-008HumanColorectumFAP2.10e-127.31e-01-0.191
57528KCTD16F034HumanColorectumFAP4.09e-023.22e-01-0.0665
57528KCTD16F072BHumanColorectumFAP5.99e-247.83e-010.257
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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
KCTD16SNVMissense_Mutationc.1052N>Gp.Val351Glyp.V351GQ68DU8protein_codingdeleterious(0)benign(0.108)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
KCTD16insertionNonsense_Mutationnovelc.262_263insGAAAAATACTGGGATAAGAGGAGGTCATTTTTTAATAAGTTAGCp.Tyr88Terp.Y88*Q68DU8protein_codingTCGA-B6-A0I9-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
KCTD16insertionFrame_Shift_Insnovelc.597_598insCAp.Leu200HisfsTer11p.L200Hfs*11Q68DU8protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
KCTD16insertionNonsense_Mutationnovelc.599_600insTTGATTTCTTGGGGGAAAAATACTp.Ser199_Leu200insPheTerPheLeuGlyGlyLysIlep.S199_L200insF*FLGGKIQ68DU8protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
KCTD16SNVMissense_Mutationnovelc.210G>Tp.Lys70Asnp.K70NQ68DU8protein_codingdeleterious(0)possibly_damaging(0.721)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KCTD16SNVMissense_Mutationnovelc.1114G>Ap.Gly372Serp.G372SQ68DU8protein_codingtolerated(0.27)benign(0.009)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KCTD16SNVMissense_Mutationc.446N>Tp.Arg149Ilep.R149IQ68DU8protein_codingtolerated(0.14)probably_damaging(0.991)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KCTD16SNVMissense_Mutationnovelc.697C>Ap.Leu233Metp.L233MQ68DU8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
KCTD16SNVMissense_Mutationnovelc.656C>Ap.Pro219Glnp.P219QQ68DU8protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
KCTD16SNVMissense_Mutationnovelc.360N>Cp.Lys120Asnp.K120NQ68DU8protein_codingdeleterious(0)possibly_damaging(0.658)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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