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: HMGN3

Gene summary for HMGN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HMGN3

Gene ID

9324

Gene namehigh mobility group nucleosomal binding domain 3
Gene AliasPNAS-24
Cytomap6q14.1
Gene Typeprotein-coding
GO ID

GO:0001678

UniProtAcc

Q15651


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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
9324HMGN3GSM4909282HumanBreastIDC4.26e-033.87e-01-0.0288
9324HMGN3GSM4909285HumanBreastIDC1.01e-064.06e-010.21
9324HMGN3GSM4909286HumanBreastIDC2.72e-051.49e-010.1081
9324HMGN3GSM4909290HumanBreastIDC8.61e-277.15e-010.2096
9324HMGN3GSM4909293HumanBreastIDC2.57e-033.10e-010.1581
9324HMGN3GSM4909294HumanBreastIDC1.78e-124.19e-010.2022
9324HMGN3GSM4909296HumanBreastIDC2.10e-15-3.30e-010.1524
9324HMGN3GSM4909297HumanBreastIDC5.84e-11-1.48e-010.1517
9324HMGN3GSM4909304HumanBreastIDC1.56e-02-2.11e-010.1636
9324HMGN3GSM4909305HumanBreastIDC1.85e-022.60e-010.0436
9324HMGN3GSM4909306HumanBreastIDC3.34e-033.22e-010.1564
9324HMGN3GSM4909308HumanBreastIDC9.48e-104.09e-010.158
9324HMGN3GSM4909311HumanBreastIDC2.59e-32-5.30e-010.1534
9324HMGN3GSM4909312HumanBreastIDC5.74e-17-3.73e-010.1552
9324HMGN3GSM4909319HumanBreastIDC9.04e-38-4.22e-010.1563
9324HMGN3GSM4909320HumanBreastIDC1.94e-03-3.60e-010.1575
9324HMGN3GSM4909321HumanBreastIDC3.50e-22-4.22e-010.1559
9324HMGN3ctrl6HumanBreastPrecancer2.56e-08-5.47e-01-0.0061
9324HMGN3brca1HumanBreastPrecancer5.37e-05-2.99e-01-0.0338
9324HMGN3brca3HumanBreastPrecancer1.16e-06-2.91e-01-0.0263
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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
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
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
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:00342849BreastPrecancerresponse to monosaccharide29/1080225/187234.19e-059.00e-0429
GO:00097439BreastPrecancerresponse to carbohydrate31/1080253/187236.15e-051.25e-0331
GO:00425938BreastPrecancerglucose homeostasis31/1080258/187238.89e-051.69e-0331
GO:00335008BreastPrecancercarbohydrate homeostasis31/1080259/187239.56e-051.79e-0331
GO:00097469BreastPrecancerresponse to hexose27/1080219/187231.61e-042.69e-0327
GO:00097498BreastPrecancerresponse to glucose25/1080212/187235.46e-047.00e-0325
GO:00016787BreastPrecancercellular glucose homeostasis21/1080172/187239.38e-041.06e-0221
GO:00713337BreastPrecancercellular response to glucose stimulus19/1080151/187231.12e-031.23e-0219
GO:00713228BreastPrecancercellular response to carbohydrate stimulus20/1080163/187231.15e-031.26e-0220
GO:00713317BreastPrecancercellular response to hexose stimulus19/1080153/187231.31e-031.39e-0219
GO:00713267BreastPrecancercellular response to monosaccharide stimulus19/1080154/187231.42e-031.48e-0219
GO:00507086BreastPrecancerregulation of protein secretion28/1080268/187231.76e-031.74e-0228
GO:00158336BreastPrecancerpeptide transport27/1080264/187232.84e-032.49e-0227
GO:00900875BreastPrecancerregulation of peptide transport22/1080202/187233.14e-032.65e-0222
GO:00300736BreastPrecancerinsulin secretion21/1080195/187234.38e-033.42e-0221
GO:00716926BreastPrecancerprotein localization to extracellular region34/1080368/187234.65e-033.58e-0234
GO:00093067BreastPrecancerprotein secretion33/1080359/187235.65e-034.08e-0233
GO:00027915BreastPrecancerregulation of peptide secretion21/1080200/187235.86e-034.20e-0221
GO:00355927BreastPrecancerestablishment of protein localization to extracellular region33/1080360/187235.89e-034.21e-0233
GO:00027904BreastPrecancerpeptide secretion24/1080242/187236.87e-034.67e-0224
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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
HMGN3PERIBreastHealthyS100A4,TSPO,PRSS23, etc.1.48e-01The 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.
HMGN3PVABreastIDCS100A4,TSPO,PRSS23, etc.1.40e-04The 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.
HMGN3MYOFIBBreastIDCS100A4,TSPO,PRSS23, etc.4.74e-04The 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.
HMGN3cDCLungAISTXN,GABARAPL2,CTSW, etc.1.89e-02The 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.
HMGN3PVAOral cavityEOLPCLU,ADIRF,CRIP1, etc.4.17e-02The 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.
HMGN3MSC.MVASkinADJEXPH5,GNA15,PTPN6, etc.8.73e-02The 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.
HMGN3MSC.MVASkincSCCEXPH5,GNA15,PTPN6, etc.1.24e-01The 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.
HMGN3MSC.MVASkinHealthyEXPH5,GNA15,PTPN6, etc.5.11e-02The 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.
HMGN3MSC.MVASkinSCCISEXPH5,GNA15,PTPN6, etc.8.12e-02The 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.
HMGN3MONStomachGCTXN,AUTS2,TMSB10, etc.2.28e-02The 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.
∗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
HMGN3SNVMissense_Mutationrs752710119c.382N>Ap.Glu128Lysp.E128Kprotein_codingtolerated_low_confidence(1)benign(0)TCGA-VS-A8QM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
HMGN3SNVMissense_Mutationc.83N>Tp.Ala28Valp.A28Vprotein_codingtolerated(0.05)probably_damaging(0.998)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HMGN3SNVMissense_Mutationc.226G>Ap.Ala76Thrp.A76Tprotein_codingtolerated(0.61)benign(0.005)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HMGN3SNVMissense_Mutationrs755149736c.95C>Tp.Ala32Valp.A32Vprotein_codingdeleterious(0.05)possibly_damaging(0.629)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HMGN3SNVMissense_Mutationnovelc.157G>Ap.Gly53Argp.G53Rprotein_codingtolerated(0.05)possibly_damaging(0.895)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
HMGN3SNVMissense_Mutationnovelc.317G>Ap.Ser106Asnp.S106Nprotein_codingdeleterious_low_confidence(0.04)benign(0.295)TCGA-D1-A15X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HMGN3SNVMissense_Mutationnovelc.383N>Gp.Glu128Glyp.E128Gprotein_codingdeleterious_low_confidence(0.01)benign(0.048)TCGA-D1-A1NZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HMGN3SNVMissense_Mutationnovelc.358N>Gp.Gln120Glup.Q120Eprotein_codingtolerated(0.06)benign(0.03)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
HMGN3deletionFrame_Shift_Delnovelc.199_200delNNp.Lys67AlafsTer12p.K67Afs*12protein_codingTCGA-B5-A11F-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
HMGN3SNVMissense_Mutationnovelc.179C>Gp.Ala60Glyp.A60Gprotein_codingtolerated(0.09)benign(0.003)TCGA-98-A53I-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapynavelbineSD
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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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