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: HMGB1

Gene summary for HMGB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HMGB1

Gene ID

3146

Gene namehigh mobility group box 1
Gene AliasHMG-1
Cytomap13q12.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A024RDR0


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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
3146HMGB1GSM4909281HumanBreastIDC4.69e-022.20e-010.21
3146HMGB1GSM4909282HumanBreastIDC3.58e-213.82e-01-0.0288
3146HMGB1GSM4909285HumanBreastIDC1.11e-133.66e-010.21
3146HMGB1GSM4909286HumanBreastIDC1.68e-028.98e-030.1081
3146HMGB1GSM4909287HumanBreastIDC8.97e-111.25e-010.2057
3146HMGB1GSM4909288HumanBreastIDC2.52e-143.49e-010.0988
3146HMGB1GSM4909290HumanBreastIDC1.02e-042.39e-010.2096
3146HMGB1GSM4909291HumanBreastIDC4.74e-042.07e-010.1753
3146HMGB1GSM4909293HumanBreastIDC3.27e-525.47e-010.1581
3146HMGB1GSM4909294HumanBreastIDC1.17e-119.85e-020.2022
3146HMGB1GSM4909296HumanBreastIDC5.11e-135.55e-020.1524
3146HMGB1GSM4909297HumanBreastIDC5.50e-443.32e-010.1517
3146HMGB1GSM4909298HumanBreastIDC7.01e-042.80e-010.1551
3146HMGB1GSM4909302HumanBreastIDC6.34e-03-1.93e-010.1545
3146HMGB1GSM4909303HumanBreastIDC3.92e-022.20e-010.0438
3146HMGB1GSM4909309HumanBreastIDC9.15e-062.66e-020.0483
3146HMGB1GSM4909311HumanBreastIDC3.70e-53-5.93e-010.1534
3146HMGB1GSM4909312HumanBreastIDC2.50e-09-9.87e-020.1552
3146HMGB1GSM4909313HumanBreastIDC1.04e-05-2.36e-010.0391
3146HMGB1GSM4909315HumanBreastIDC6.65e-193.20e-010.21
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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
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:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00525479BreastPrecancerregulation of peptidase activity71/1080461/187232.72e-146.94e-1271
GO:00525489BreastPrecancerregulation of endopeptidase activity67/1080432/187231.06e-132.36e-1167
GO:20001169BreastPrecancerregulation of cysteine-type endopeptidase activity43/1080235/187231.30e-111.83e-0943
GO:00432819BreastPrecancerregulation of cysteine-type endopeptidase activity involved in apoptotic process40/1080209/187231.59e-112.07e-0940
GO:00485459BreastPrecancerresponse to steroid hormone53/1080339/187233.07e-113.66e-0953
GO:00458629BreastPrecancerpositive regulation of proteolysis51/1080372/187237.77e-095.70e-0751
GO:00319608BreastPrecancerresponse to corticosteroid30/1080167/187232.50e-081.65e-0630
GO:00109529BreastPrecancerpositive regulation of peptidase activity33/1080197/187233.01e-081.89e-0633
GO:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00022629BreastPrecancermyeloid cell homeostasis27/1080157/187233.10e-071.49e-0527
GO:00432808BreastPrecancerpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process24/1080129/187233.13e-071.50e-0524
GO:00513848BreastPrecancerresponse to glucocorticoid26/1080148/187233.32e-071.57e-0526
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00109509BreastPrecancerpositive regulation of endopeptidase activity29/1080179/187234.23e-071.90e-0529
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00511019BreastPrecancerregulation of DNA binding22/1080118/187239.28e-073.71e-0522
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa041401ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa04217ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa041402ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa042171ColorectumSERNecroptosis47/1580159/84655.21e-044.44e-033.22e-0347
hsa041403ColorectumSERAutophagy - animal39/1580141/84655.43e-033.28e-022.38e-0239
hsa041404ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa041405ColorectumMSSAutophagy - animal45/1875141/84654.42e-031.90e-021.16e-0245
hsa0414010EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa034104EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa0414015EsophagusESCCAutophagy - animal101/4205141/84657.60e-086.21e-073.18e-07101
hsa0341011EsophagusESCCBase excision repair38/420544/84653.59e-072.62e-061.34e-0638
hsa041406LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414011LiverCirrhoticAutophagy - animal65/2530141/84653.10e-052.47e-041.52e-0465
hsa0414021LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa0414031LiverHCCAutophagy - animal99/4020141/84653.08e-084.70e-072.61e-0799
hsa041409Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa03410Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
hsa0414014Oral cavityOSCCAutophagy - animal94/3704141/84652.73e-082.38e-071.21e-0794
hsa034101Oral cavityOSCCBase excision repair32/370444/84659.11e-053.25e-041.65e-0432
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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
HMGB1PVALiverCirrhoticB2M,GNG11,PTMA, etc.4.01e-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.
∗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
HMGB1SNVMissense_Mutationc.120N>Cp.Glu40Aspp.E40DP09429protein_codingdeleterious(0.02)benign(0.105)TCGA-D8-A1XT-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
HMGB1SNVMissense_Mutationc.131A>Cp.Lys44Thrp.K44TP09429protein_codingdeleterious(0.02)possibly_damaging(0.784)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HMGB1SNVMissense_Mutationc.624A>Tp.Glu208Aspp.E208DP09429protein_codingtolerated_low_confidence(0.26)benign(0)TCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HMGB1SNVMissense_Mutationc.443C>Gp.Ala148Glyp.A148GP09429protein_codingdeleterious(0.01)probably_damaging(0.983)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HMGB1SNVMissense_Mutationnovelc.377C>Tp.Ala126Valp.A126VP09429protein_codingdeleterious(0.03)benign(0.221)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HMGB1SNVMissense_Mutationnovelc.168G>Tp.Glu56Aspp.E56DP09429protein_codingdeleterious(0.04)benign(0.105)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
HMGB1SNVMissense_Mutationc.253N>Gp.Thr85Alap.T85AP09429protein_codingtolerated(0.15)benign(0.009)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HMGB1SNVMissense_Mutationnovelc.23N>Gp.Lys8Argp.K8RP09429protein_codingdeleterious(0.02)benign(0.358)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
HMGB1SNVMissense_Mutationnovelc.25N>Tp.Pro9Serp.P9SP09429protein_codingdeleterious(0.04)possibly_damaging(0.573)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HMGB1SNVMissense_Mutationc.488G>Ap.Arg163Glnp.R163QP09429protein_codingtolerated(0.16)benign(0.193)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTORPREDNISOLONEPREDNISOLONE18447956
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTORAUTOLOGOUS DENDRITIC CELLS16997859
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTORADJUVANT15161015
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTORSALINESODIUM CHLORIDE17334244
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTORDISTAMYCIN9161031
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTORGP10016968820
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTORCHLORAMPHENICOLCHLORAMPHENICOL9931456
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTOREGCGEPIGALOCATECHIN GALLATE17987129
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTORMART116968820
3146HMGB1DRUGGABLE GENOME, CELL SURFACE, TRANSCRIPTION FACTORAMPICILLINAMPICILLIN9931456
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