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: HSF2

Gene summary for HSF2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSF2

Gene ID

3298

Gene nameheat shock transcription factor 2
Gene AliasHSF 2
Cytomap6q22.31
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q03933


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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
3298HSF2LZE4THumanEsophagusESCC3.70e-072.04e-010.0811
3298HSF2LZE7THumanEsophagusESCC3.32e-135.26e-010.0667
3298HSF2LZE24THumanEsophagusESCC1.53e-142.38e-010.0596
3298HSF2LZE21THumanEsophagusESCC3.41e-032.33e-010.0655
3298HSF2P2T-EHumanEsophagusESCC2.47e-193.30e-010.1177
3298HSF2P4T-EHumanEsophagusESCC3.21e-102.25e-010.1323
3298HSF2P5T-EHumanEsophagusESCC1.62e-059.62e-020.1327
3298HSF2P8T-EHumanEsophagusESCC1.25e-122.33e-010.0889
3298HSF2P9T-EHumanEsophagusESCC6.31e-031.10e-010.1131
3298HSF2P10T-EHumanEsophagusESCC3.69e-152.76e-010.116
3298HSF2P11T-EHumanEsophagusESCC3.05e-031.11e-010.1426
3298HSF2P12T-EHumanEsophagusESCC1.11e-214.04e-010.1122
3298HSF2P15T-EHumanEsophagusESCC2.19e-092.07e-010.1149
3298HSF2P16T-EHumanEsophagusESCC1.65e-164.17e-010.1153
3298HSF2P20T-EHumanEsophagusESCC8.45e-041.05e-010.1124
3298HSF2P21T-EHumanEsophagusESCC7.64e-112.46e-010.1617
3298HSF2P22T-EHumanEsophagusESCC2.91e-059.09e-020.1236
3298HSF2P23T-EHumanEsophagusESCC5.24e-153.28e-010.108
3298HSF2P24T-EHumanEsophagusESCC3.26e-022.60e-020.1287
3298HSF2P26T-EHumanEsophagusESCC4.38e-142.71e-010.1276
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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
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
∗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
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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
HSF2STMBreastDCISDOK5,RORC,PCGF6, etc.2.24e-01The 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.
HSF2INCAFCervixADJRGS2,CITED4,BDKRB2, etc.8.89e-02The 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.
HSF2FIBCervixCCRGS2,CITED4,BDKRB2, etc.2.87e-02The 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.
HSF2ECMCervixCCRGS2,CITED4,BDKRB2, etc.2.33e-02The 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.
HSF2ECMCervixHSIL_HPVRGS2,CITED4,BDKRB2, etc.4.41e-02The 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.
HSF2FIBCervixN_HPVRGS2,CITED4,BDKRB2, etc.6.46e-03The 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.
HSF2TUFColorectumHealthyOIP5,AC093152.1,TYK2, etc.6.23e-03The 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.
HSF2TFHColorectumADJCACHD1,LTB,UBR5-AS1, etc.1.32e-01The 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.
HSF2CD4TNColorectumADJCACHD1,LTB,UBR5-AS1, etc.2.29e-01The 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.
HSF2CD4TNColorectumCRCCACHD1,LTB,UBR5-AS1, etc.5.42e-02The 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.
∗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
HSF2deletionFrame_Shift_Delc.626_639delNNNNNNNNNNNNNNp.Lys209ThrfsTer9p.K209Tfs*9Q03933protein_codingTCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
HSF2SNVMissense_Mutationnovelc.787G>Tp.Val263Phep.V263FQ03933protein_codingdeleterious(0.03)benign(0.299)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HSF2SNVMissense_Mutationnovelc.376N>Ap.Leu126Ilep.L126IQ03933protein_codingtolerated(0.07)benign(0.033)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
HSF2SNVMissense_Mutationnovelc.378N>Cp.Leu126Phep.L126FQ03933protein_codingdeleterious(0)benign(0.137)TCGA-VS-A8QH-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapygemcitabinePD
HSF2SNVMissense_Mutationnovelc.1236N>Tp.Glu412Aspp.E412DQ03933protein_codingtolerated(0.35)benign(0.145)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HSF2SNVMissense_Mutationc.648N>Gp.Ile216Metp.I216MQ03933protein_codingdeleterious(0.05)benign(0.029)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HSF2SNVMissense_Mutationrs144007130c.364C>Tp.Arg122Cysp.R122CQ03933protein_codingtolerated(0.14)benign(0.009)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
HSF2SNVMissense_Mutationnovelc.123N>Tp.Glu41Aspp.E41DQ03933protein_codingdeleterious(0.01)possibly_damaging(0.777)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HSF2SNVMissense_Mutationrs144007130c.364N>Tp.Arg122Cysp.R122CQ03933protein_codingtolerated(0.14)benign(0.009)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HSF2SNVMissense_Mutationrs267600788c.844N>Tp.Pro282Serp.P282SQ03933protein_codingtolerated(0.27)benign(0.212)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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