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: HNRNPK

Gene summary for HNRNPK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HNRNPK

Gene ID

3190

Gene nameheterogeneous nuclear ribonucleoprotein K
Gene AliasAUKS
Cytomap9q21.32
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

B4DUQ1


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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
3190HNRNPKGSM4909282HumanBreastIDC3.67e-032.09e-01-0.0288
3190HNRNPKGSM4909286HumanBreastIDC5.24e-05-1.74e-010.1081
3190HNRNPKGSM4909287HumanBreastIDC7.23e-031.05e-010.2057
3190HNRNPKGSM4909288HumanBreastIDC3.87e-04-3.14e-020.0988
3190HNRNPKGSM4909294HumanBreastIDC7.45e-08-1.94e-010.2022
3190HNRNPKGSM4909296HumanBreastIDC3.61e-17-3.26e-010.1524
3190HNRNPKGSM4909297HumanBreastIDC3.52e-29-1.56e-010.1517
3190HNRNPKGSM4909309HumanBreastIDC8.35e-03-3.12e-010.0483
3190HNRNPKGSM4909311HumanBreastIDC2.30e-51-4.77e-010.1534
3190HNRNPKGSM4909312HumanBreastIDC1.45e-132.31e-020.1552
3190HNRNPKGSM4909313HumanBreastIDC3.16e-03-1.16e-010.0391
3190HNRNPKGSM4909319HumanBreastIDC2.33e-69-6.84e-010.1563
3190HNRNPKGSM4909320HumanBreastIDC6.73e-17-7.43e-010.1575
3190HNRNPKGSM4909321HumanBreastIDC2.85e-20-2.50e-010.1559
3190HNRNPKbrca2HumanBreastPrecancer8.78e-103.55e-01-0.024
3190HNRNPKbrca3HumanBreastPrecancer2.60e-204.14e-01-0.0263
3190HNRNPKM1HumanBreastIDC6.92e-032.74e-010.1577
3190HNRNPKM2HumanBreastIDC6.41e-092.81e-010.21
3190HNRNPKNCCBC14HumanBreastDCIS7.55e-17-4.39e-020.2021
3190HNRNPKNCCBC2HumanBreastDCIS9.82e-03-1.96e-010.1554
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00480256CervixCCnegative regulation of mRNA splicing, via spliceosome8/231120/187231.69e-031.29e-028
GO:19022538CervixCCregulation of intrinsic apoptotic signaling pathway by p53 class mediator10/231129/187231.74e-031.31e-0210
GO:00482597CervixCCregulation of receptor-mediated endocytosis24/2311110/187233.62e-032.31e-0224
GO:00427719CervixCCintrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator12/231143/187234.71e-032.83e-0212
GO:00506866CervixCCnegative regulation of mRNA processing9/231129/187236.49e-033.61e-029
GO:000037710CervixCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile55/2311320/187236.71e-033.70e-0255
GO:000039810CervixCCmRNA splicing, via spliceosome55/2311320/187236.71e-033.70e-0255
GO:000037510CervixCCRNA splicing, via transesterification reactions55/2311324/187238.61e-034.44e-0255
GO:19021656CervixCCregulation of intrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator6/231116/187239.35e-034.66e-026
GO:200123325CervixN_HPVregulation of apoptotic signaling pathway36/534356/187234.95e-115.63e-0836
GO:009719325CervixN_HPVintrinsic apoptotic signaling pathway31/534288/187232.39e-102.17e-0731
GO:200124225CervixN_HPVregulation of intrinsic apoptotic signaling pathway23/534164/187232.93e-102.21e-0723
GO:004348425CervixN_HPVregulation of RNA splicing15/534148/187232.23e-056.26e-0415
GO:007233225CervixN_HPVintrinsic apoptotic signaling pathway by p53 class mediator10/53476/187235.77e-051.28e-0310
GO:190225325CervixN_HPVregulation of intrinsic apoptotic signaling pathway by p53 class mediator6/53429/187231.42e-042.65e-036
GO:190179625CervixN_HPVregulation of signal transduction by p53 class mediator10/53493/187233.17e-044.75e-0310
GO:003311915CervixN_HPVnegative regulation of RNA splicing5/53425/187236.13e-047.96e-035
GO:000689824CervixN_HPVreceptor-mediated endocytosis17/534244/187236.68e-048.57e-0317
GO:007233125CervixN_HPVsignal transduction by p53 class mediator13/534163/187238.20e-041.01e-0213
GO:190216522CervixN_HPVregulation of intrinsic apoptotic signaling pathway in response to DNA damage by p53 class mediator4/53416/187239.06e-041.08e-024
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030408BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa052036BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0304013BreastPrecancerSpliceosome39/684217/84651.44e-062.27e-051.74e-0539
hsa0520312BreastPrecancerViral carcinogenesis27/684204/84657.19e-034.06e-023.11e-0227
hsa0304023BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0520322BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0304033BreastIDCSpliceosome40/867217/84651.53e-041.42e-031.06e-0340
hsa0520332BreastIDCViral carcinogenesis34/867204/84652.82e-031.86e-021.39e-0234
hsa0304043BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa0520341BreastDCISViral carcinogenesis34/846204/84651.88e-031.27e-029.33e-0334
hsa0304053BreastDCISSpliceosome40/846217/84658.97e-058.52e-046.28e-0440
hsa052035BreastDCISViral carcinogenesis34/846204/84651.88e-031.27e-029.33e-0334
hsa03040ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030401ColorectumADSpliceosome73/2092217/84651.73e-039.68e-036.18e-0373
hsa030402ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030403ColorectumMSSSpliceosome66/1875217/84652.58e-031.27e-027.81e-0366
hsa030404ColorectumMSI-HSpliceosome37/797217/84652.49e-043.23e-032.70e-0337
hsa030405ColorectumMSI-HSpliceosome37/797217/84652.49e-043.23e-032.70e-0337
hsa030409EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
hsa0304014EndometriumAEHSpliceosome54/1197217/84651.47e-051.65e-041.21e-0454
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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
HNRNPKSNVMissense_Mutationnovelc.1120N>Tp.Ala374Serp.A374SP61978protein_codingtolerated(0.77)benign(0.021)TCGA-AC-A62V-01Breastbreast invasive carcinomaMale<65III/IVTargeted Molecular therapydenosumabPD
HNRNPKSNVMissense_Mutationc.224G>Cp.Ser75Thrp.S75TP61978protein_codingtolerated(0.31)benign(0.06)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HNRNPKSNVMissense_Mutationnovelc.38N>Gp.Thr13Serp.T13SP61978protein_codingtolerated_low_confidence(0.09)benign(0.202)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
HNRNPKSNVMissense_Mutationc.10N>Ap.Glu4Lysp.E4KP61978protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.669)TCGA-B6-A0WZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HNRNPKSNVMissense_Mutationnovelc.731A>Tp.Asp244Valp.D244VP61978protein_codingdeleterious(0)possibly_damaging(0.776)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HNRNPKSNVMissense_Mutationc.10G>Ap.Glu4Lysp.E4KP61978protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.669)TCGA-S3-AA10-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
HNRNPKinsertionNonsense_Mutationnovelc.301_302insAATATCAGAATTGAAACAATTGGAGAAATTCp.Leu101GlnfsTer5p.L101Qfs*5P61978protein_codingTCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
HNRNPKSNVMissense_Mutationnovelc.1144N>Ap.Asp382Asnp.D382NP61978protein_codingdeleterious(0.04)possibly_damaging(0.501)TCGA-GH-A9DA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HNRNPKSNVMissense_Mutationnovelc.723G>Tp.Met241Ilep.M241IP61978protein_codingtolerated(0.15)benign(0.01)TCGA-VS-A8EI-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HNRNPKSNVMissense_Mutationc.256N>Ap.Arg86Serp.R86SP61978protein_codingdeleterious(0.02)benign(0.053)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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