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: NKD1

Gene summary for NKD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NKD1

Gene ID

85407

Gene nameNKD inhibitor of WNT signaling pathway 1
Gene AliasNaked1
Cytomap16q12.1
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q969G9


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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
85407NKD1HTA11_3410_2000001011HumanColorectumAD9.19e-043.91e-010.0155
85407NKD1HTA11_2951_2000001011HumanColorectumAD3.20e-027.72e-010.0216
85407NKD1HTA11_696_2000001011HumanColorectumAD6.36e-159.31e-01-0.1464
85407NKD1HTA11_866_3004761011HumanColorectumAD1.16e-281.22e+000.096
85407NKD1HTA11_9408_2000001011HumanColorectumAD1.90e-078.45e-010.0451
85407NKD1HTA11_10711_2000001011HumanColorectumAD3.30e-251.48e+000.0338
85407NKD1HTA11_7696_3000711011HumanColorectumAD1.87e-281.00e+000.0674
85407NKD1HTA11_11156_2000001011HumanColorectumAD5.68e-041.29e+000.0397
85407NKD1HTA11_6818_2000001021HumanColorectumAD7.34e-189.48e-010.0588
85407NKD1HTA11_99999970781_79442HumanColorectumMSS9.15e-165.04e-010.294
85407NKD1HTA11_99999965062_69753HumanColorectumMSI-H1.95e-023.88e-010.3487
85407NKD1HTA11_99999965104_69814HumanColorectumMSS4.70e-108.07e-010.281
85407NKD1HTA11_99999971662_82457HumanColorectumMSS1.07e-711.92e+000.3859
85407NKD1HTA11_99999973899_84307HumanColorectumMSS3.12e-147.44e-010.2585
85407NKD1HTA11_99999974143_84620HumanColorectumMSS1.63e-1092.33e+000.3005
85407NKD1F007HumanColorectumFAP8.40e-301.32e+000.1176
85407NKD1A002-C-010HumanColorectumFAP5.26e-268.72e-010.242
85407NKD1A001-C-207HumanColorectumFAP2.31e-711.75e+000.1278
85407NKD1A015-C-203HumanColorectumFAP1.28e-641.53e+00-0.1294
85407NKD1A015-C-204HumanColorectumFAP1.54e-086.25e-01-0.0228
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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
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
∗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
GO:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0045732ColorectumADpositive regulation of protein catabolic process92/3918231/187233.85e-114.47e-0992
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:0060070ColorectumADcanonical Wnt signaling pathway90/3918303/187231.76e-042.38e-0390
GO:0060828ColorectumADregulation of canonical Wnt signaling pathway77/3918253/187232.19e-042.87e-0377
GO:0030177ColorectumADpositive regulation of Wnt signaling pathway45/3918140/187231.23e-031.09e-0245
GO:0048638ColorectumADregulation of developmental growth92/3918330/187231.48e-031.25e-0292
GO:0045926ColorectumADnegative regulation of growth70/3918249/187234.07e-032.83e-0270
GO:0001738ColorectumADmorphogenesis of a polarized epithelium31/391894/187234.30e-032.95e-0231
GO:0060560ColorectumADdevelopmental growth involved in morphogenesis66/3918234/187234.75e-033.22e-0266
GO:2000052ColorectumADpositive regulation of non-canonical Wnt signaling pathway8/391815/187235.67e-033.64e-028
GO:00421762ColorectumMSSregulation of protein catabolic process145/3467391/187232.03e-181.17e-15145
GO:00098962ColorectumMSSpositive regulation of catabolic process163/3467492/187233.10e-159.22e-13163
GO:00457322ColorectumMSSpositive regulation of protein catabolic process85/3467231/187233.66e-114.57e-0985
GO:00301112ColorectumMSSregulation of Wnt signaling pathway98/3467328/187233.37e-071.36e-0598
GO:00160552ColorectumMSSWnt signaling pathway124/3467444/187236.06e-072.26e-05124
GO:01987382ColorectumMSScell-cell signaling by wnt124/3467446/187237.83e-072.77e-05124
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04310ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043101ColorectumADWnt signaling pathway56/2092171/84651.03e-023.93e-022.51e-0256
hsa043102ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa04390ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa043103ColorectumMSSWnt signaling pathway53/1875171/84654.24e-031.86e-021.14e-0253
hsa043901ColorectumMSSHippo signaling pathway48/1875157/84658.32e-033.10e-021.90e-0248
hsa043104ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043902ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa043105ColorectumFAPWnt signaling pathway46/1404171/84653.94e-043.06e-031.86e-0346
hsa043903ColorectumFAPHippo signaling pathway41/1404157/84651.49e-037.91e-034.81e-0341
hsa043106ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
hsa043904ColorectumCRCHippo signaling pathway32/1091157/84655.17e-032.72e-021.84e-0232
hsa043107ColorectumCRCWnt signaling pathway40/1091171/84651.01e-041.57e-031.07e-0340
hsa043905ColorectumCRCHippo signaling pathway32/1091157/84655.17e-032.72e-021.84e-0232
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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
NKD1SNVMissense_Mutationc.668N>Tp.Trp223Leup.W223LQ969G9protein_codingtolerated(0.09)benign(0)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NKD1SNVMissense_Mutationnovelc.695N>Ap.Arg232Lysp.R232KQ969G9protein_codingdeleterious(0)benign(0.343)TCGA-AN-A0XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NKD1SNVMissense_Mutationc.975N>Gp.Ile325Metp.I325MQ969G9protein_codingtolerated(0.22)benign(0.142)TCGA-E9-A1NE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
NKD1insertionFrame_Shift_Insrs772439983c.855_856insCp.Arg288ProfsTer12p.R288Pfs*12Q969G9protein_codingTCGA-A8-A06U-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NKD1SNVMissense_Mutationnovelc.451G>Ap.Val151Ilep.V151IQ969G9protein_codingdeleterious(0.05)probably_damaging(0.994)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
NKD1SNVMissense_Mutationrs374394871c.1120N>Ap.Ala374Thrp.A374TQ969G9protein_codingtolerated(0.25)benign(0.001)TCGA-A6-4105-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
NKD1SNVMissense_Mutationc.79G>Ap.Ala27Thrp.A27TQ969G9protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NKD1SNVMissense_Mutationnovelc.310N>Gp.Lys104Glup.K104EQ969G9protein_codingtolerated(0.4)benign(0.014)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
NKD1SNVMissense_Mutationc.500N>Gp.Val167Glyp.V167GQ969G9protein_codingdeleterious(0)possibly_damaging(0.836)TCGA-EI-6506-01Colorectumrectum adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NKD1SNVMissense_Mutationrs757689418c.686N>Tp.Ala229Valp.A229VQ969G9protein_codingdeleterious(0.01)possibly_damaging(0.889)TCGA-A5-A2K3-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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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