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: HMGB3

Gene summary for HMGB3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HMGB3

Gene ID

3149

Gene namehigh mobility group box 3
Gene AliasHMG-2a
CytomapXq28
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

O15347


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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
3149HMGB3GSM4909281HumanBreastIDC3.40e-144.14e-010.21
3149HMGB3GSM4909282HumanBreastIDC1.99e-286.52e-01-0.0288
3149HMGB3GSM4909285HumanBreastIDC3.64e-133.37e-010.21
3149HMGB3GSM4909286HumanBreastIDC3.52e-042.39e-010.1081
3149HMGB3GSM4909287HumanBreastIDC1.46e-114.32e-010.2057
3149HMGB3GSM4909290HumanBreastIDC1.04e-185.57e-010.2096
3149HMGB3GSM4909295HumanBreastIDC7.01e-033.08e-010.0898
3149HMGB3GSM4909304HumanBreastIDC1.39e-021.71e-010.1636
3149HMGB3GSM4909307HumanBreastIDC1.16e-032.92e-010.1569
3149HMGB3GSM4909308HumanBreastIDC3.63e-276.27e-010.158
3149HMGB3GSM4909311HumanBreastIDC3.11e-02-9.37e-020.1534
3149HMGB3GSM4909319HumanBreastIDC8.39e-04-1.18e-020.1563
3149HMGB3M2HumanBreastIDC5.39e-086.50e-010.21
3149HMGB3NCCBC3HumanBreastDCIS3.35e-032.73e-010.1198
3149HMGB3P2HumanBreastIDC3.87e-279.17e-010.21
3149HMGB3DCIS2HumanBreastDCIS1.01e-124.36e-020.0085
3149HMGB3HTA11_3410_2000001011HumanColorectumAD1.30e-031.44e-010.0155
3149HMGB3HTA11_2487_2000001011HumanColorectumSER5.46e-082.75e-01-0.1808
3149HMGB3HTA11_1938_2000001011HumanColorectumAD1.89e-115.02e-01-0.0811
3149HMGB3HTA11_78_2000001011HumanColorectumAD2.30e-022.32e-01-0.1088
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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
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
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:0032392ColorectumADDNA geometric change31/391890/187232.02e-031.63e-0231
GO:00323921ColorectumMSSDNA geometric change29/346790/187231.26e-031.20e-0229
GO:00323926EsophagusHGINDNA geometric change25/258790/187233.77e-045.85e-0325
GO:003239214EsophagusESCCDNA geometric change62/855290/187237.02e-067.04e-0562
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:003239211LiverHCCDNA geometric change54/795890/187236.04e-043.79e-0354
GO:00323925Oral cavityOSCCDNA geometric change59/730590/187233.03e-074.63e-0659
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:003239213Oral cavityLPDNA geometric change33/462390/187237.51e-034.15e-0233
GO:00323927SkinAKDNA geometric change23/191090/187232.53e-054.54e-0423
GO:0071103SkinAKDNA conformation change47/1910290/187239.43e-047.61e-0347
GO:003239215SkincSCCDNA geometric change44/486490/187232.53e-064.06e-0544
GO:00711031SkincSCCDNA conformation change96/4864290/187233.87e-032.07e-0296
GO:00323928ThyroidPTCDNA geometric change41/596890/187234.47e-032.11e-0241
GO:003239216ThyroidATCDNA geometric change42/629390/187236.81e-032.70e-0242
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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
HMGB3MLUMBreastHealthyNAMPT,CALM2,SERPINA1, etc.3.90e-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.
HMGB3CD8TEREXCervixCCHMGB2,UBE2C,PTTG1, etc.7.49e-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.
HMGB3CD8TEREXCervixN_HPVHMGB2,UBE2C,PTTG1, etc.4.43e-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.
HMGB3CD8TEXEndometriumADJCCNB1,HMGB2,UBE2C, etc.2.14e-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.
HMGB3CD8TEXEndometriumAEHCCNB1,HMGB2,UBE2C, etc.2.16e-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.
HMGB3TH1EndometriumAEHCCNB1,HMGB2,UBE2C, etc.1.28e-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.
HMGB3CD8TEFFEndometriumAEHCCNB1,HMGB2,UBE2C, etc.8.42e-03The 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.
HMGB3CD8TEXEndometriumEECCCNB1,HMGB2,UBE2C, etc.2.26e-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.
HMGB3CD8TEXEndometriumHealthyCCNB1,HMGB2,UBE2C, etc.3.55e-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.
HMGB3INMONEsophagusADJRAB20,JMJD1C-AS1,SERF2, etc.4.13e-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
HMGB3SNVMissense_Mutationc.465N>Tp.Lys155Asnp.K155NO15347protein_codingdeleterious(0.01)benign(0.352)TCGA-A7-A26E-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
HMGB3SNVMissense_Mutationnovelc.598N>Ap.Glu200Lysp.E200KO15347protein_codingdeleterious_low_confidence(0.01)benign(0.003)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HMGB3SNVMissense_Mutationnovelc.111N>Gp.Asn37Lysp.N37KO15347protein_codingdeleterious(0.04)probably_damaging(0.915)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
HMGB3SNVMissense_Mutationc.316G>Ap.Glu106Lysp.E106KO15347protein_codingdeleterious(0.03)benign(0.198)TCGA-AG-A01W-01Colorectumrectum adenocarcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
HMGB3SNVMissense_Mutationrs782427760c.530N>Ap.Arg177Glnp.R177QO15347protein_codingtolerated(0.46)benign(0.001)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HMGB3SNVMissense_Mutationnovelc.54N>Ap.Phe18Leup.F18LO15347protein_codingdeleterious(0.02)benign(0.042)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HMGB3SNVMissense_Mutationnovelc.203N>Cp.Lys68Thrp.K68TO15347protein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HMGB3SNVMissense_Mutationc.64N>Gp.Thr22Alap.T22AO15347protein_codingdeleterious(0.03)benign(0.166)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
HMGB3SNVMissense_Mutationc.199N>Tp.Asp67Tyrp.D67YO15347protein_codingdeleterious(0.01)possibly_damaging(0.764)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
HMGB3SNVMissense_Mutationc.436N>Ap.Ala146Thrp.A146TO15347protein_codingdeleterious(0.03)benign(0.198)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<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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