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: NKAIN2

Gene summary for NKAIN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NKAIN2

Gene ID

154215

Gene namesodium/potassium transporting ATPase interacting 2
Gene AliasFAM77B
Cytomap6q22.31
Gene Typeprotein-coding
GO ID

GO:0002028

UniProtAcc

B3KNZ0


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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
154215NKAIN2HTA11_3410_2000001011HumanColorectumAD4.21e-052.52e-010.0155
154215NKAIN2HTA11_2487_2000001011HumanColorectumSER5.46e-105.23e-01-0.1808
154215NKAIN2HTA11_1938_2000001011HumanColorectumAD1.46e-188.10e-01-0.0811
154215NKAIN2HTA11_78_2000001011HumanColorectumAD5.61e-187.66e-01-0.1088
154215NKAIN2HTA11_347_2000001011HumanColorectumAD1.25e-063.91e-01-0.1954
154215NKAIN2HTA11_866_2000001011HumanColorectumAD1.66e-114.60e-01-0.1001
154215NKAIN2HTA11_866_3004761011HumanColorectumAD6.39e-063.57e-010.096
154215NKAIN2F007HumanColorectumFAP8.01e-221.02e+000.1176
154215NKAIN2A002-C-010HumanColorectumFAP2.42e-125.16e-010.242
154215NKAIN2A002-C-201HumanColorectumFAP4.55e-054.77e-010.0324
154215NKAIN2A002-C-203HumanColorectumFAP3.04e-166.48e-010.2786
154215NKAIN2A008-E-015HumanColorectumFAP2.03e-156.06e-010.0177
154215NKAIN2F072BHumanColorectumFAP1.81e-147.06e-010.257
154215NKAIN2CRC-1-8810HumanColorectumCRC3.08e-328.90e-010.6257
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GO:0002028ColorectumADregulation of sodium ion transport36/391890/187232.89e-055.37e-0436
GO:00020281ColorectumSERregulation of sodium ion transport28/289790/187231.45e-042.86e-0328
GO:00020284ColorectumFAPregulation of sodium ion transport33/262290/187236.51e-084.54e-0633
GO:0010959ColorectumFAPregulation of metal ion transport83/2622406/187232.06e-042.96e-0383
GO:0006814ColorectumFAPsodium ion transport54/2622245/187233.98e-044.85e-0354
GO:00020285ColorectumCRCregulation of sodium ion transport31/207890/187233.67e-099.56e-0731
GO:00068141ColorectumCRCsodium ion transport49/2078245/187233.01e-057.86e-0449
GO:00109591ColorectumCRCregulation of metal ion transport69/2078406/187232.05e-043.48e-0369
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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
NKAIN2SNVMissense_Mutationc.324N>Tp.Trp108Cysp.W108CQ5VXU1protein_codingdeleterious(0)possibly_damaging(0.864)TCGA-D8-A13Z-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
NKAIN2SNVMissense_Mutationc.217G>Ap.Val73Ilep.V73IQ5VXU1protein_codingtolerated(0.26)benign(0.007)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
NKAIN2SNVMissense_Mutationc.131N>Ap.Ile44Asnp.I44NQ5VXU1protein_codingdeleterious(0)probably_damaging(0.986)TCGA-D8-A1JC-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
NKAIN2SNVMissense_Mutationc.193N>Cp.Tyr65Hisp.Y65HQ5VXU1protein_codingdeleterious(0.01)benign(0.25)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NKAIN2SNVMissense_Mutationrs142309299c.178C>Tp.Arg60Cysp.R60CQ5VXU1protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-JW-A69B-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NKAIN2SNVMissense_Mutationc.26N>Tp.Thr9Metp.T9MQ5VXU1protein_codingtolerated(0.2)probably_damaging(0.938)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NKAIN2SNVMissense_Mutationnovelc.293C>Tp.Thr98Ilep.T98IQ5VXU1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NKAIN2SNVMissense_Mutationrs748832499c.353N>Tp.Thr118Metp.T118MQ5VXU1protein_codingtolerated(0.08)probably_damaging(0.927)TCGA-AJ-A3NE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NKAIN2SNVMissense_Mutationc.121N>Gp.Phe41Valp.F41VQ5VXU1protein_codingdeleterious(0)probably_damaging(0.966)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
NKAIN2SNVMissense_Mutationrs762120533c.292N>Gp.Thr98Alap.T98AQ5VXU1protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-EO-A3AV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
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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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