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: HSP90AB1

Gene summary for HSP90AB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSP90AB1

Gene ID

3326

Gene nameheat shock protein 90 alpha family class B member 1
Gene AliasD6S182
Cytomap6p21.1
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024RD80


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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
3326HSP90AB1CA_HPV_1HumanCervixCC7.82e-03-2.45e-010.0264
3326HSP90AB1HSIL_HPV_2HumanCervixHSIL_HPV5.13e-34-4.39e-010.0208
3326HSP90AB1N_HPV_2HumanCervixN_HPV1.12e-08-6.29e-02-0.0131
3326HSP90AB1CCI_1HumanCervixCC4.86e-35-1.45e+000.528
3326HSP90AB1CCI_2HumanCervixCC2.59e-04-3.79e-010.5249
3326HSP90AB1CCI_3HumanCervixCC4.09e-43-1.48e+000.516
3326HSP90AB1CCII_1HumanCervixCC9.36e-56-1.51e+000.3249
3326HSP90AB1TumorHumanCervixCC7.16e-28-3.73e-010.1241
3326HSP90AB1sample1HumanCervixCC2.32e-072.98e-010.0959
3326HSP90AB1sample3HumanCervixCC3.18e-55-5.26e-010.1387
3326HSP90AB1H2HumanCervixHSIL_HPV3.14e-22-4.57e-010.0632
3326HSP90AB1L1HumanCervixCC7.57e-10-5.73e-010.0802
3326HSP90AB1T1HumanCervixCC4.88e-041.62e-010.0918
3326HSP90AB1T3HumanCervixCC1.37e-52-5.31e-010.1389
3326HSP90AB1HTA11_3410_2000001011HumanColorectumAD1.62e-751.71e+000.0155
3326HSP90AB1HTA11_2487_2000001011HumanColorectumSER1.79e-381.84e+00-0.1808
3326HSP90AB1HTA11_2951_2000001011HumanColorectumAD2.41e-231.70e+000.0216
3326HSP90AB1HTA11_1938_2000001011HumanColorectumAD1.44e-502.49e+00-0.0811
3326HSP90AB1HTA11_78_2000001011HumanColorectumAD2.31e-472.05e+00-0.1088
3326HSP90AB1HTA11_347_2000001011HumanColorectumAD2.72e-711.97e+00-0.1954
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:001905810CervixCCviral life cycle87/2311317/187232.20e-131.20e-1087
GO:190336210CervixCCregulation of cellular protein catabolic process72/2311255/187235.98e-122.10e-0972
GO:00071639CervixCCestablishment or maintenance of cell polarity63/2311218/187234.25e-118.76e-0963
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:00725949CervixCCestablishment of protein localization to organelle99/2311422/187231.23e-102.11e-0899
GO:190332010CervixCCregulation of protein modification by small protein conjugation or removal66/2311242/187232.31e-103.46e-0866
GO:190382910CervixCCpositive regulation of cellular protein localization72/2311276/187233.20e-104.46e-0872
GO:003139610CervixCCregulation of protein ubiquitination59/2311210/187235.90e-107.51e-0859
GO:190305010CervixCCregulation of proteolysis involved in cellular protein catabolic process60/2311221/187231.82e-091.98e-0760
GO:004440310CervixCCbiological process involved in symbiotic interaction71/2311290/187237.94e-096.98e-0771
GO:003367410CervixCCpositive regulation of kinase activity101/2311467/187238.66e-097.22e-07101
GO:200005810CervixCCregulation of ubiquitin-dependent protein catabolic process47/2311164/187231.63e-081.25e-0647
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:005122210CervixCCpositive regulation of protein transport72/2311303/187232.36e-081.70e-0672
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:00300108CervixCCestablishment of cell polarity42/2311143/187234.30e-082.62e-0642
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541820CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa0461220CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa0513220CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa0541720CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa0491520CervixCCEstrogen signaling pathway44/1267138/84653.55e-073.97e-062.35e-0644
hsa0465718CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa052157CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa046596CervixCCTh17 cell differentiation28/1267108/84651.99e-037.98e-034.72e-0328
hsa046213CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
hsa05418110CervixCCFluid shear stress and atherosclerosis50/1267139/84655.71e-101.32e-087.81e-0950
hsa04612110CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa05132110CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa05417110CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04915110CervixCCEstrogen signaling pathway44/1267138/84653.55e-073.97e-062.35e-0644
hsa0465719CervixCCIL-17 signaling pathway31/126794/84658.71e-067.43e-054.39e-0531
hsa0521512CervixCCProstate cancer27/126797/84657.54e-043.39e-032.01e-0327
hsa0465911CervixCCTh17 cell differentiation28/1267108/84651.99e-037.98e-034.72e-0328
hsa0462112CervixCCNOD-like receptor signaling pathway41/1267186/84655.90e-031.95e-021.15e-0241
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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
HSP90AB1SNVMissense_Mutationc.1994C>Gp.Ser665Cysp.S665CP08238protein_codingdeleterious(0.03)benign(0.078)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HSP90AB1SNVMissense_Mutationrs756933263c.1655N>Tp.Lys552Metp.K552MP08238protein_codingdeleterious(0.01)probably_damaging(0.951)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
HSP90AB1SNVMissense_Mutationc.1367N>Tp.Arg456Leup.R456LP08238protein_codingdeleterious(0)possibly_damaging(0.906)TCGA-E2-A1IJ-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
HSP90AB1SNVMissense_Mutationnovelc.748N>Gp.Ile250Valp.I250VP08238protein_codingtolerated(0.42)benign(0)TCGA-LL-A7T0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HSP90AB1deletionFrame_Shift_Delnovelc.217_233delATTGACATCATCCCCAAp.Ile73ProfsTer19p.I73Pfs*19P08238protein_codingTCGA-A8-A08O-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelPD
HSP90AB1SNVMissense_Mutationrs770945397c.1346G>Ap.Arg449Hisp.R449HP08238protein_codingtolerated(0.07)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HSP90AB1SNVMissense_Mutationc.87N>Gp.Ile29Metp.I29MP08238protein_codingdeleterious(0.01)possibly_damaging(0.863)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HSP90AB1SNVMissense_Mutationc.52N>Gp.Gln18Glup.Q18EP08238protein_codingdeleterious(0.02)possibly_damaging(0.48)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HSP90AB1SNVMissense_Mutationc.52N>Gp.Gln18Glup.Q18EP08238protein_codingdeleterious(0.02)possibly_damaging(0.48)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HSP90AB1SNVMissense_Mutationrs370988754c.502C>Tp.Arg168Cysp.R168CP08238protein_codingdeleterious(0.03)benign(0.007)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=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
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORZERANOLZERANOL
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORZEARALENONEZEARALENONE
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORRADANAMYCINRADANAMYCIN16464590
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORGAMBOGIC ACIDGAMBOGIC ACID21486005
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORinhibitorAUY922
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORRHEINRHEIN
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORinhibitor354702300GELDANAMYCIN
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORIPI-504RETASPIMYCIN HYDROCHLORIDE
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORMPC-3100
3326HSP90AB1TRANSCRIPTION FACTOR, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, CELL SURFACE, TUMOR SUPPRESSORCELASTROLCELASTROL25756299,21129982
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