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: KPNA3

Gene summary for KPNA3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

KPNA3

Gene ID

3839

Gene namekaryopherin subunit alpha 3
Gene AliasIPOA4
Cytomap13q14.2
Gene Typeprotein-coding
GO ID

GO:0006606

UniProtAcc

A0A024RDV7


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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
3839KPNA3CCI_2HumanCervixCC7.55e-079.86e-010.5249
3839KPNA3CCI_3HumanCervixCC1.99e-086.58e-010.516
3839KPNA3HTA11_3410_2000001011HumanColorectumAD2.58e-12-5.11e-010.0155
3839KPNA3HTA11_3361_2000001011HumanColorectumAD1.99e-06-5.73e-01-0.1207
3839KPNA3HTA11_866_2000001011HumanColorectumAD6.27e-04-3.08e-01-0.1001
3839KPNA3HTA11_866_3004761011HumanColorectumAD8.40e-07-4.60e-010.096
3839KPNA3HTA11_7696_3000711011HumanColorectumAD2.11e-07-3.91e-010.0674
3839KPNA3HTA11_6818_2000001021HumanColorectumAD7.67e-04-5.02e-010.0588
3839KPNA3HTA11_99999970781_79442HumanColorectumMSS1.34e-04-3.19e-010.294
3839KPNA3HTA11_99999965104_69814HumanColorectumMSS1.31e-036.07e-010.281
3839KPNA3A001-C-207HumanColorectumFAP5.05e-04-2.90e-010.1278
3839KPNA3A015-C-203HumanColorectumFAP5.22e-25-4.47e-01-0.1294
3839KPNA3A015-C-204HumanColorectumFAP3.97e-08-4.35e-01-0.0228
3839KPNA3A014-C-040HumanColorectumFAP2.26e-06-6.06e-01-0.1184
3839KPNA3A002-C-201HumanColorectumFAP2.27e-12-3.81e-010.0324
3839KPNA3A002-C-203HumanColorectumFAP3.67e-09-3.94e-010.2786
3839KPNA3A001-C-119HumanColorectumFAP1.65e-13-5.75e-01-0.1557
3839KPNA3A001-C-108HumanColorectumFAP7.86e-23-4.97e-01-0.0272
3839KPNA3A002-C-205HumanColorectumFAP5.08e-19-4.98e-01-0.1236
3839KPNA3A001-C-104HumanColorectumFAP1.87e-11-4.36e-010.0184
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid 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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:005212610CervixCCmovement in host environment52/2311175/187237.03e-108.76e-0852
GO:004440910CervixCCentry into host47/2311151/187238.45e-101.03e-0747
GO:005170110CervixCCbiological process involved in interaction with host57/2311203/187231.18e-091.41e-0757
GO:004671810CervixCCviral entry into host cell44/2311144/187235.47e-095.03e-0744
GO:004440310CervixCCbiological process involved in symbiotic interaction71/2311290/187237.94e-096.98e-0771
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:00170388CervixCCprotein import48/2311206/187238.62e-061.98e-0448
GO:00511707CervixCCimport into nucleus38/2311159/187233.98e-056.18e-0438
GO:00066067CervixCCprotein import into nucleus37/2311155/187235.13e-057.71e-0437
GO:00447662CervixCCmulti-organism transport7/231121/187231.04e-024.97e-027
GO:19025792CervixCCmulti-organism localization7/231121/187231.04e-024.97e-027
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513220CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa05132110CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051324ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa051325ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa051328ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa051329ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa0513210ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
hsa05207ColorectumCRCChemical carcinogenesis - receptor activation42/1091212/84652.62e-031.75e-021.19e-0242
hsa0513211ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
hsa052071ColorectumCRCChemical carcinogenesis - receptor activation42/1091212/84652.62e-031.75e-021.19e-0242
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0301321EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa05132310EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa0301331EsophagusESCCNucleocytoplasmic transport89/4205108/84651.20e-122.37e-111.21e-1189
hsa0513214LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513215LiverNAFLDSalmonella infection55/1043249/84658.48e-063.09e-042.49e-0455
hsa0513242LiverHCCSalmonella infection178/4020249/84655.90e-151.98e-131.10e-13178
hsa03013LiverHCCNucleocytoplasmic transport81/4020108/84654.28e-096.83e-083.80e-0881
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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
KPNA3SNVMissense_Mutationnovelc.496N>Gp.Leu166Valp.L166VO00505protein_codingtolerated(0.05)probably_damaging(1)TCGA-5L-AAT0-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
KPNA3SNVMissense_Mutationc.1347A>Gp.Ile449Metp.I449MO00505protein_codingtolerated(0.08)possibly_damaging(0.646)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KPNA3SNVMissense_Mutationnovelc.1471G>Ap.Asp491Asnp.D491NO00505protein_codingdeleterious(0.04)benign(0.013)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
KPNA3SNVMissense_Mutationnovelc.413N>Tp.Ala138Valp.A138VO00505protein_codingdeleterious(0.03)probably_damaging(1)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
KPNA3SNVMissense_Mutationc.7N>Ap.Glu3Lysp.E3KO00505protein_codingdeleterious(0.04)benign(0.054)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
KPNA3SNVMissense_Mutationc.807N>Cp.Leu269Phep.L269FO00505protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
KPNA3SNVMissense_Mutationc.11N>Cp.Asn4Thrp.N4TO00505protein_codingtolerated(0.18)benign(0.084)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KPNA3SNVMissense_Mutationc.1525G>Cp.Asp509Hisp.D509HO00505protein_codingtolerated(0.06)possibly_damaging(0.548)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
KPNA3SNVMissense_Mutationc.755A>Gp.Tyr252Cysp.Y252CO00505protein_codingdeleterious(0.02)possibly_damaging(0.84)TCGA-CM-5348-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
KPNA3SNVMissense_Mutationc.1324N>Ap.Ala442Thrp.A442TO00505protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-QG-A5Z2-01Colorectumcolon 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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