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: HSPA14

Gene summary for HSPA14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSPA14

Gene ID

51182

Gene nameheat shock protein family A (Hsp70) member 14
Gene AliasHSP70-4
Cytomap10p13
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q0VDF9


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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
51182HSPA14LZE4THumanEsophagusESCC3.46e-045.51e-020.0811
51182HSPA14LZE24THumanEsophagusESCC6.22e-101.90e-010.0596
51182HSPA14P1T-EHumanEsophagusESCC1.29e-185.42e-010.0875
51182HSPA14P2T-EHumanEsophagusESCC2.79e-284.04e-010.1177
51182HSPA14P4T-EHumanEsophagusESCC2.07e-186.14e-010.1323
51182HSPA14P5T-EHumanEsophagusESCC9.42e-163.83e-010.1327
51182HSPA14P8T-EHumanEsophagusESCC4.60e-314.66e-010.0889
51182HSPA14P9T-EHumanEsophagusESCC1.73e-141.75e-010.1131
51182HSPA14P10T-EHumanEsophagusESCC4.92e-192.54e-010.116
51182HSPA14P11T-EHumanEsophagusESCC1.24e-093.99e-010.1426
51182HSPA14P12T-EHumanEsophagusESCC2.12e-265.88e-010.1122
51182HSPA14P15T-EHumanEsophagusESCC8.54e-234.89e-010.1149
51182HSPA14P16T-EHumanEsophagusESCC2.43e-204.54e-010.1153
51182HSPA14P17T-EHumanEsophagusESCC2.65e-061.87e-010.1278
51182HSPA14P19T-EHumanEsophagusESCC1.28e-024.96e-010.1662
51182HSPA14P20T-EHumanEsophagusESCC6.31e-102.52e-010.1124
51182HSPA14P21T-EHumanEsophagusESCC2.91e-296.11e-010.1617
51182HSPA14P22T-EHumanEsophagusESCC5.39e-111.64e-010.1236
51182HSPA14P23T-EHumanEsophagusESCC1.19e-266.06e-010.108
51182HSPA14P24T-EHumanEsophagusESCC1.40e-123.72e-010.1287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0035966111EsophagusESCCresponse to topologically incorrect protein125/8552159/187231.44e-171.27e-15125
GO:0006986111EsophagusESCCresponse to unfolded protein107/8552137/187237.01e-153.87e-13107
GO:0035967111EsophagusESCCcellular response to topologically incorrect protein90/8552116/187231.94e-128.11e-1190
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:0034620111EsophagusESCCcellular response to unfolded protein74/855296/187233.10e-108.66e-0974
GO:0006458110EsophagusESCC'de novo' protein folding36/855243/187232.90e-074.20e-0636
GO:0051084110EsophagusESCC'de novo' posttranslational protein folding32/855239/187233.27e-063.65e-0532
GO:0042026110EsophagusESCCprotein refolding20/855223/187234.97e-053.86e-0420
GO:0051085110EsophagusESCCchaperone cofactor-dependent protein refolding27/855234/187236.01e-054.62e-0427
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
GO:000698612LiverHCCresponse to unfolded protein103/7958137/187236.50e-154.48e-13103
GO:003596712LiverHCCcellular response to topologically incorrect protein89/7958116/187235.61e-143.39e-1289
GO:006107712LiverHCCchaperone-mediated protein folding56/795867/187234.86e-122.14e-1056
GO:003462012LiverHCCcellular response to unfolded protein71/795896/187233.70e-101.22e-0871
GO:000645812LiverHCC'de novo' protein folding36/795843/187233.15e-087.10e-0736
GO:005108412LiverHCC'de novo' posttranslational protein folding32/795839/187234.73e-077.69e-0632
GO:005108512LiverHCCchaperone cofactor-dependent protein refolding27/795834/187231.24e-051.39e-0427
GO:004202612LiverHCCprotein refolding19/795823/187239.73e-058.40e-0419
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
HSPA14SNVMissense_Mutationc.1030C>Gp.Leu344Valp.L344VQ0VDF9protein_codingtolerated(0.05)possibly_damaging(0.871)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
HSPA14SNVMissense_Mutationrs769292701c.1420C>Tp.Arg474Cysp.R474CQ0VDF9protein_codingdeleterious(0.02)possibly_damaging(0.545)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HSPA14SNVMissense_Mutationc.1456G>Ap.Gly486Argp.G486RQ0VDF9protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
HSPA14SNVMissense_Mutationc.389C>Gp.Ser130Cysp.S130CQ0VDF9protein_codingdeleterious(0.01)possibly_damaging(0.812)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
HSPA14SNVMissense_Mutationc.1033N>Gp.Gln345Glup.Q345EQ0VDF9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-E2-A1L7-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
HSPA14SNVMissense_Mutationrs199812378c.380N>Tp.Thr127Metp.T127MQ0VDF9protein_codingdeleterious(0.02)possibly_damaging(0.623)TCGA-EA-A97N-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HSPA14SNVMissense_Mutationrs769292701c.1420N>Tp.Arg474Cysp.R474CQ0VDF9protein_codingdeleterious(0.02)possibly_damaging(0.545)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HSPA14SNVMissense_Mutationnovelc.307N>Tp.Asp103Tyrp.D103YQ0VDF9protein_codingdeleterious(0.03)possibly_damaging(0.796)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
HSPA14SNVMissense_Mutationnovelc.748G>Ap.Asp250Asnp.D250NQ0VDF9protein_codingdeleterious(0.02)benign(0.212)TCGA-AF-2687-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyxelodaPD
HSPA14SNVMissense_Mutationnovelc.812C>Ap.Ser271Tyrp.S271YQ0VDF9protein_codingdeleterious(0.02)possibly_damaging(0.832)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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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
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