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: HSP90B1

Gene summary for HSP90B1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSP90B1

Gene ID

7184

Gene nameheat shock protein 90 beta family member 1
Gene AliasECGP
Cytomap12q23.3
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

P14625


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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
7184HSP90B1GSM4909280HumanBreastPrecancer2.83e-03-5.65e-010.0305
7184HSP90B1GSM4909281HumanBreastIDC8.41e-245.64e-010.21
7184HSP90B1GSM4909285HumanBreastIDC1.29e-022.96e-010.21
7184HSP90B1GSM4909286HumanBreastIDC2.28e-03-1.37e-010.1081
7184HSP90B1GSM4909287HumanBreastIDC8.09e-052.20e-010.2057
7184HSP90B1GSM4909288HumanBreastIDC4.67e-021.12e-010.0988
7184HSP90B1GSM4909294HumanBreastIDC1.95e-13-4.72e-010.2022
7184HSP90B1GSM4909295HumanBreastIDC1.12e-02-3.46e-010.0898
7184HSP90B1GSM4909296HumanBreastIDC3.69e-13-3.06e-010.1524
7184HSP90B1GSM4909297HumanBreastIDC2.78e-24-2.69e-010.1517
7184HSP90B1GSM4909302HumanBreastIDC4.23e-05-2.86e-010.1545
7184HSP90B1GSM4909307HumanBreastIDC1.51e-08-3.55e-010.1569
7184HSP90B1GSM4909308HumanBreastIDC2.72e-03-2.24e-010.158
7184HSP90B1GSM4909311HumanBreastIDC1.73e-50-5.74e-010.1534
7184HSP90B1GSM4909312HumanBreastIDC8.56e-17-3.15e-010.1552
7184HSP90B1GSM4909313HumanBreastIDC1.55e-04-2.64e-010.0391
7184HSP90B1GSM4909315HumanBreastIDC2.31e-10-3.80e-010.21
7184HSP90B1GSM4909316HumanBreastIDC3.80e-05-4.68e-010.21
7184HSP90B1GSM4909317HumanBreastIDC1.28e-084.33e-010.1355
7184HSP90B1GSM4909318HumanBreastIDC6.63e-04-2.26e-010.2031
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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:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:00104989BreastPrecancerproteasomal protein catabolic process58/1080490/187231.54e-078.05e-0658
GO:00512358BreastPrecancermaintenance of location40/1080327/187235.85e-061.71e-0440
GO:00516519BreastPrecancermaintenance of location in cell30/1080214/187235.91e-061.71e-0430
GO:00349758BreastPrecancerprotein folding in endoplasmic reticulum6/108011/187231.31e-053.30e-046
GO:00431619BreastPrecancerproteasome-mediated ubiquitin-dependent protein catabolic process42/1080412/187232.49e-043.72e-0342
GO:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:00353049BreastPrecancerregulation of protein dephosphorylation14/108090/187236.16e-047.72e-0314
GO:00466839BreastPrecancerresponse to organophosphorus16/1080131/187233.60e-032.98e-0216
GO:00510179BreastPrecanceractin filament bundle assembly18/1080157/187234.17e-033.28e-0218
GO:00140749BreastPrecancerresponse to purine-containing compound17/1080148/187235.17e-033.86e-0217
GO:00615729BreastPrecanceractin filament bundle organization18/1080161/187235.43e-034.01e-0218
GO:00436667BreastPrecancerregulation of phosphoprotein phosphatase activity9/108058/187235.67e-034.08e-029
GO:0072503BreastPrecancercellular divalent inorganic cation homeostasis42/1080486/187235.91e-034.21e-0242
GO:000645713BreastIDCprotein folding47/1434212/187232.31e-113.86e-0947
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0414118BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0491518BreastPrecancerEstrogen signaling pathway28/684138/84654.10e-065.39e-054.13e-0528
hsa0541818BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0465716BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0414119BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0491519BreastPrecancerEstrogen signaling pathway28/684138/84654.10e-065.39e-054.13e-0528
hsa0541819BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0465717BreastPrecancerIL-17 signaling pathway20/68494/84654.74e-054.54e-043.48e-0420
hsa0513224BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0491523BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
hsa0541824BreastIDCFluid shear stress and atherosclerosis34/867139/84659.41e-071.61e-051.20e-0534
hsa0414124BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0541724BreastIDCLipid and atherosclerosis35/867215/84653.67e-032.29e-021.71e-0235
hsa0465721BreastIDCIL-17 signaling pathway18/86794/84656.39e-033.30e-022.47e-0218
hsa0513234BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0491533BreastIDCEstrogen signaling pathway35/867138/84652.55e-075.18e-063.88e-0635
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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
HSP90B1SNVMissense_Mutationc.275N>Tp.Ser92Leup.S92LP14625protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HSP90B1SNVMissense_Mutationrs200904772c.937N>Cp.Glu313Glnp.E313QP14625protein_codingdeleterious(0.03)benign(0.249)TCGA-C8-A132-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HSP90B1deletionFrame_Shift_Delnovelc.1890delNp.Ile631LeufsTer10p.I631Lfs*10P14625protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
HSP90B1SNVMissense_Mutationnovelc.1180N>Gp.Pro394Alap.P394AP14625protein_codingdeleterious(0.01)possibly_damaging(0.82)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
HSP90B1SNVMissense_Mutationnovelc.910N>Ap.Glu304Lysp.E304KP14625protein_codingtolerated(0.69)benign(0.011)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
HSP90B1deletionFrame_Shift_Delnovelc.1214delAp.Lys405ArgfsTer21p.K405Rfs*21P14625protein_codingTCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HSP90B1SNVMissense_Mutationc.2201N>Tp.Ala734Valp.A734VP14625protein_codingtolerated(0.27)benign(0.071)TCGA-A6-6140-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinSD
HSP90B1SNVMissense_Mutationc.339T>Ap.Asp113Glup.D113EP14625protein_codingdeleterious(0.02)probably_damaging(1)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HSP90B1SNVMissense_Mutationrs368374645c.1240N>Tp.Arg414Cysp.R414CP14625protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HSP90B1SNVMissense_Mutationc.1034N>Tp.Arg345Ilep.R345IP14625protein_codingdeleterious(0.01)probably_damaging(1)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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
7184HSP90B1DRUGGABLE GENOMEinhibitor381118828
7184HSP90B1DRUGGABLE GENOMEinhibitor315661302
7184HSP90B1DRUGGABLE GENOMEHS-110VIAGENPUMATUCEL-L
7184HSP90B1DRUGGABLE GENOMEinhibitor315661287SEMAPIMOD
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