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: HSPB1

Gene summary for HSPB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSPB1

Gene ID

3315

Gene nameheat shock protein family B (small) member 1
Gene AliasCMT2F
Cytomap7q11.23
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

P04792


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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
3315HSPB1GSM4909280HumanBreastPrecancer7.43e-044.23e-010.0305
3315HSPB1GSM4909281HumanBreastIDC1.58e-041.35e-010.21
3315HSPB1GSM4909282HumanBreastIDC3.02e-729.71e-01-0.0288
3315HSPB1GSM4909285HumanBreastIDC1.58e-112.57e-010.21
3315HSPB1GSM4909286HumanBreastIDC1.06e-15-7.60e-010.1081
3315HSPB1GSM4909288HumanBreastIDC4.70e-02-4.58e-010.0988
3315HSPB1GSM4909290HumanBreastIDC2.40e-08-6.55e-010.2096
3315HSPB1GSM4909291HumanBreastIDC2.59e-771.30e+000.1753
3315HSPB1GSM4909293HumanBreastIDC1.22e-042.69e-020.1581
3315HSPB1GSM4909296HumanBreastIDC4.74e-579.63e-010.1524
3315HSPB1GSM4909297HumanBreastIDC5.80e-124.31e-010.1517
3315HSPB1GSM4909298HumanBreastIDC4.33e-103.05e-010.1551
3315HSPB1GSM4909301HumanBreastIDC2.70e-1101.16e+000.1577
3315HSPB1GSM4909302HumanBreastIDC4.70e-206.65e-010.1545
3315HSPB1GSM4909304HumanBreastIDC2.30e-598.19e-010.1636
3315HSPB1GSM4909306HumanBreastIDC3.03e-497.89e-010.1564
3315HSPB1GSM4909307HumanBreastIDC2.44e-427.99e-010.1569
3315HSPB1GSM4909308HumanBreastIDC2.68e-711.01e+000.158
3315HSPB1GSM4909309HumanBreastIDC2.02e-034.21e-010.0483
3315HSPB1GSM4909311HumanBreastIDC1.10e-183.19e-010.1534
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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:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012429BreastPrecancerregulation of intrinsic apoptotic signaling pathway41/1080164/187236.48e-162.31e-1341
GO:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:00064138BreastPrecancertranslational initiation30/1080118/187233.23e-125.58e-1030
GO:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00621979BreastPrecancercellular response to chemical stress51/1080337/187232.40e-102.34e-0851
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00069869BreastPrecancerresponse to unfolded protein28/1080137/187233.81e-093.00e-0728
GO:00610778BreastPrecancerchaperone-mediated protein folding19/108067/187234.22e-093.28e-0719
GO:20012439BreastPrecancernegative regulation of intrinsic apoptotic signaling pathway23/108098/187235.82e-094.45e-0723
GO:00345999BreastPrecancercellular response to oxidative stress42/1080288/187232.78e-081.79e-0642
GO:00359669BreastPrecancerresponse to topologically incorrect protein29/1080159/187233.00e-081.89e-0629
GO:00064466BreastPrecancerregulation of translational initiation19/108079/187237.99e-084.60e-0619
GO:19021758BreastPrecancerregulation of oxidative stress-induced intrinsic apoptotic signaling pathway11/108029/187232.95e-071.44e-0511
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00341099BreastPrecancerhomotypic cell-cell adhesion18/108090/187233.15e-061.03e-0418
GO:19032019BreastPrecancerregulation of oxidative stress-induced cell death16/108074/187233.80e-061.20e-0416
GO:00018196BreastPrecancerpositive regulation of cytokine production52/1080467/187234.18e-061.29e-0452
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa051465CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa040109CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0514612CervixCCAmoebiasis29/1267102/84653.31e-041.70e-031.01e-0329
hsa0401012CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa040102ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa040103ColorectumCRCMAPK signaling pathway56/1091302/84652.76e-031.77e-021.20e-0256
hsa051466EndometriumAEHAmoebiasis29/1197102/84651.22e-041.10e-038.06e-0429
hsa0514613EndometriumAEHAmoebiasis29/1197102/84651.22e-041.10e-038.06e-0429
hsa0514622EndometriumEECAmoebiasis28/1237102/84655.23e-043.83e-032.85e-0328
hsa0514632EndometriumEECAmoebiasis28/1237102/84655.23e-043.83e-032.85e-0328
hsa040108LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa051464LungIACAmoebiasis23/1053102/84652.99e-031.53e-021.02e-0223
hsa0401011LungIACMAPK signaling pathway62/1053302/84653.54e-056.38e-044.24e-0462
hsa0514611LungIACAmoebiasis23/1053102/84652.99e-031.53e-021.02e-0223
hsa0401021LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa0514621LungAISAmoebiasis20/961102/84659.86e-034.20e-022.69e-0220
hsa0401031LungAISMAPK signaling pathway57/961302/84656.41e-059.43e-046.03e-0457
hsa0514631LungAISAmoebiasis20/961102/84659.86e-034.20e-022.69e-0220
hsa040104LungAAHMAPK signaling pathway27/348302/84651.13e-046.32e-035.08e-0327
hsa040105LungAAHMAPK signaling pathway27/348302/84651.13e-046.32e-035.08e-0327
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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
HSPB1SNVMissense_Mutationnovelc.503N>Ap.Pro168Hisp.P168HP04792protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
HSPB1SNVMissense_Mutationnovelc.513G>Tp.Lys171Asnp.K171NP04792protein_codingtolerated(0.06)benign(0.223)TCGA-E6-A2P9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HSPB1SNVMissense_Mutationnovelc.574N>Tp.Gly192Trpp.G192WP04792protein_codingdeleterious(0)probably_damaging(0.995)TCGA-55-1595-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HSPB1SNVMissense_Mutationnovelc.413N>Gp.Phe138Cysp.F138CP04792protein_codingdeleterious(0)probably_damaging(0.986)TCGA-NC-A5HR-01Lunglung squamous cell carcinomaFemale>=65I/IIChemotherapycarboplatinCR
HSPB1insertionFrame_Shift_Insrs747325717c.432_433insCp.Gly147ArgfsTer14p.G147Rfs*14P04792protein_codingTCGA-CD-A4MG-01Stomachstomach adenocarcinomaMale>=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
3315HSPB1DRUGGABLE GENOMEDIFFERENTIATION AGENTS8065161
3315HSPB1DRUGGABLE GENOMETRIAMTERENETRIAMTERENE
3315HSPB1DRUGGABLE GENOMEUREAUREA9094264
3315HSPB1DRUGGABLE GENOMEQUERCETINQUERCETIN19296652
3315HSPB1DRUGGABLE GENOMETYROSINE KINASE INHIBITOR8875961
3315HSPB1DRUGGABLE GENOMEinhibitorOGX-427APATORSEN
3315HSPB1DRUGGABLE GENOMEPHENANTHROLINEPHENANTHROLINE
3315HSPB1DRUGGABLE GENOMEDIFFERENTIATION INDUCER7500647
3315HSPB1DRUGGABLE GENOMEDICARBONODITHIOIMIDIC DIAMIDEDICARBONODITHIOIMIDIC DIAMIDE
3315HSPB1DRUGGABLE GENOMEBENZENETHIOLBENZENETHIOL
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