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: HSPA9

Gene summary for HSPA9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSPA9

Gene ID

3313

Gene nameheat shock protein family A (Hsp70) member 9
Gene AliasCRP40
Cytomap5q31.2
Gene Typeprotein-coding
GO ID

GO:0002244

UniProtAcc

P38646


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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
3313HSPA9HTA11_1938_2000001011HumanColorectumAD1.30e-044.08e-01-0.0811
3313HSPA9HTA11_78_2000001011HumanColorectumAD1.09e-095.95e-01-0.1088
3313HSPA9HTA11_347_2000001011HumanColorectumAD2.81e-166.42e-01-0.1954
3313HSPA9HTA11_6801_2000001011HumanColorectumSER3.38e-089.59e-010.0171
3313HSPA9HTA11_99999970781_79442HumanColorectumMSS1.01e-105.96e-010.294
3313HSPA9HTA11_99999965104_69814HumanColorectumMSS2.46e-096.55e-010.281
3313HSPA9HTA11_99999971662_82457HumanColorectumMSS1.25e-137.22e-010.3859
3313HSPA9A015-C-203HumanColorectumFAP2.45e-08-1.50e-01-0.1294
3313HSPA9A001-C-108HumanColorectumFAP6.53e-04-1.04e-01-0.0272
3313HSPA9A002-C-205HumanColorectumFAP4.05e-06-1.99e-01-0.1236
3313HSPA9A015-C-006HumanColorectumFAP3.56e-03-9.94e-03-0.0994
3313HSPA9A002-C-114HumanColorectumFAP2.01e-04-1.75e-01-0.1561
3313HSPA9A015-C-104HumanColorectumFAP3.68e-12-3.30e-02-0.1899
3313HSPA9A002-C-016HumanColorectumFAP1.44e-06-9.43e-030.0521
3313HSPA9A002-C-116HumanColorectumFAP3.21e-10-1.86e-01-0.0452
3313HSPA9A018-E-020HumanColorectumFAP2.31e-06-2.43e-01-0.2034
3313HSPA9F034HumanColorectumFAP1.40e-04-6.91e-02-0.0665
3313HSPA9AEH-subject1HumanEndometriumAEH1.93e-061.80e-02-0.3059
3313HSPA9AEH-subject2HumanEndometriumAEH4.92e-03-1.32e-01-0.2525
3313HSPA9AEH-subject3HumanEndometriumAEH1.79e-04-9.88e-02-0.2576
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0007006ColorectumADmitochondrial membrane organization48/3918116/187234.53e-071.72e-0548
GO:0034101ColorectumADerythrocyte homeostasis51/3918129/187231.07e-063.59e-0551
GO:0030099ColorectumADmyeloid cell differentiation119/3918381/187231.24e-064.01e-05119
GO:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:0002262ColorectumADmyeloid cell homeostasis57/3918157/187236.17e-061.56e-0457
GO:0048872ColorectumADhomeostasis of number of cells87/3918272/187231.16e-052.61e-0487
GO:0030218ColorectumADerythrocyte differentiation45/3918120/187232.22e-054.39e-0445
GO:0006790ColorectumADsulfur compound metabolic process101/3918339/187236.46e-051.07e-03101
GO:0051168ColorectumADnuclear export53/3918154/187236.89e-051.11e-0353
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:0035967ColorectumADcellular response to topologically incorrect protein42/3918116/187231.04e-041.56e-0342
GO:0006458ColorectumAD'de novo' protein folding20/391843/187231.53e-042.16e-0320
GO:0007007ColorectumADinner mitochondrial membrane organization18/391838/187232.45e-043.09e-0318
GO:0051084ColorectumAD'de novo' posttranslational protein folding18/391839/187233.66e-044.24e-0318
GO:0061077ColorectumADchaperone-mediated protein folding26/391867/187236.20e-046.48e-0326
GO:0045646ColorectumADregulation of erythrocyte differentiation20/391847/187236.54e-046.75e-0320
GO:0006611ColorectumADprotein export from nucleus23/391857/187236.62e-046.80e-0323
GO:0006986ColorectumADresponse to unfolded protein45/3918137/187237.43e-047.48e-0345
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030187EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
hsa0301812EndometriumEECRNA degradation20/123779/84658.36e-033.88e-022.89e-0220
hsa0301810EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301815EsophagusHGINRNA degradation27/138379/84657.73e-059.00e-047.15e-0427
hsa0301824EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa0301834EsophagusESCCRNA degradation62/420579/84651.18e-079.39e-074.81e-0762
hsa0515212EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa03018LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030181LiverCirrhoticRNA degradation44/253079/84651.43e-061.65e-051.02e-0544
hsa030182LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030183LiverHCCRNA degradation58/402079/84652.29e-062.19e-051.22e-0558
hsa030189Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa051526Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0301814Oral cavityOSCCRNA degradation59/370479/84652.05e-081.91e-079.70e-0859
hsa0515211Oral cavityOSCCTuberculosis105/3704180/84655.00e-052.04e-041.04e-04105
hsa0301823Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa0515221Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
hsa0301833Oral cavityLPRNA degradation39/241879/84656.98e-054.38e-042.83e-0439
hsa0515231Oral cavityLPTuberculosis65/2418180/84651.60e-024.92e-023.17e-0265
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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
HSPA9SNVMissense_Mutationnovelc.224N>Ap.Ala75Glup.A75EP38646protein_codingdeleterious_low_confidence(0)probably_damaging(0.948)TCGA-A7-A3IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
HSPA9SNVMissense_Mutationc.962N>Tp.Ser321Leup.S321LP38646protein_codingdeleterious_low_confidence(0)probably_damaging(0.988)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HSPA9SNVMissense_Mutationc.1918C>Gp.Leu640Valp.L640VP38646protein_codingtolerated_low_confidence(0.06)benign(0.106)TCGA-B6-A0WW-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
HSPA9SNVMissense_Mutationc.495G>Cp.Gln165Hisp.Q165HP38646protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
HSPA9SNVMissense_Mutationc.1174A>Gp.Met392Valp.M392VP38646protein_codingtolerated_low_confidence(0.09)benign(0.144)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HSPA9SNVMissense_Mutationnovelc.1288N>Ap.Gly430Serp.G430SP38646protein_codingdeleterious_low_confidence(0)probably_damaging(0.996)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HSPA9SNVMissense_Mutationnovelc.1969N>Cp.Ser657Prop.S657PP38646protein_codingdeleterious_low_confidence(0.04)probably_damaging(0.91)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HSPA9SNVMissense_Mutationc.1665A>Cp.Lys555Asnp.K555NP38646protein_codingtolerated_low_confidence(0.06)possibly_damaging(0.495)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HSPA9SNVMissense_Mutationrs776644009c.850C>Tp.Arg284Trpp.R284WP38646protein_codingtolerated_low_confidence(0.07)benign(0.009)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
HSPA9SNVMissense_Mutationc.701A>Cp.Lys234Thrp.K234TP38646protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.932)TCGA-CA-6718-01Colorectumcolon 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
3313HSPA9NAMKT-077CHEMBL33859
3313HSPA9NAMKT-077CHEMBL3385911156371
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