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: HSF1

Gene summary for HSF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSF1

Gene ID

3297

Gene nameheat shock transcription factor 1
Gene AliasHSTF1
Cytomap8q24.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q00613


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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
3297HSF1LZE2THumanEsophagusESCC4.98e-085.04e-010.082
3297HSF1LZE4THumanEsophagusESCC6.05e-133.94e-010.0811
3297HSF1LZE7THumanEsophagusESCC2.10e-082.08e-010.0667
3297HSF1LZE8THumanEsophagusESCC3.10e-03-1.25e-020.067
3297HSF1LZE20THumanEsophagusESCC1.77e-186.79e-010.0662
3297HSF1LZE22D1HumanEsophagusHGIN6.83e-042.51e-010.0595
3297HSF1LZE22THumanEsophagusESCC5.60e-076.26e-010.068
3297HSF1LZE24THumanEsophagusESCC2.22e-321.05e+000.0596
3297HSF1LZE21THumanEsophagusESCC4.16e-043.38e-010.0655
3297HSF1P1T-EHumanEsophagusESCC6.81e-116.35e-010.0875
3297HSF1P2T-EHumanEsophagusESCC2.04e-651.02e+000.1177
3297HSF1P4T-EHumanEsophagusESCC2.81e-348.57e-010.1323
3297HSF1P5T-EHumanEsophagusESCC1.17e-611.10e+000.1327
3297HSF1P8T-EHumanEsophagusESCC3.92e-406.49e-010.0889
3297HSF1P9T-EHumanEsophagusESCC3.72e-428.50e-010.1131
3297HSF1P10T-EHumanEsophagusESCC1.65e-457.52e-010.116
3297HSF1P11T-EHumanEsophagusESCC3.03e-199.40e-010.1426
3297HSF1P12T-EHumanEsophagusESCC3.85e-561.11e+000.1122
3297HSF1P15T-EHumanEsophagusESCC6.21e-631.30e+000.1149
3297HSF1P16T-EHumanEsophagusESCC1.73e-901.57e+000.1153
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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
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:00063032ThyroidPTCdouble-strand break repair via nonhomologous end joining32/596866/187233.55e-031.71e-0232
GO:010610613ThyroidPTCcold-induced thermogenesis61/5968144/187235.08e-032.35e-0261
GO:012016113ThyroidPTCregulation of cold-induced thermogenesis61/5968144/187235.08e-032.35e-0261
GO:0090083110ThyroidPTCregulation of inclusion body assembly11/596817/187235.46e-032.49e-0211
GO:19000346ThyroidPTCregulation of cellular response to heat11/596817/187235.46e-032.49e-0211
GO:000758417ThyroidPTCresponse to nutrient71/5968174/187237.82e-033.31e-0271
GO:00510532ThyroidPTCnegative regulation of DNA metabolic process53/5968125/187238.39e-033.53e-0253
GO:00182126ThyroidPTCpeptidyl-tyrosine modification142/5968378/187231.02e-024.14e-02142
GO:00092995ThyroidPTCmRNA transcription10/596816/187231.13e-024.49e-0210
GO:199084513ThyroidPTCadaptive thermogenesis64/5968157/187231.14e-024.50e-0264
GO:0071248110ThyroidPTCcellular response to metal ion78/5968197/187231.29e-024.98e-0278
GO:0009896210ThyroidATCpositive regulation of catabolic process290/6293492/187232.15e-311.94e-28290
GO:0031331210ThyroidATCpositive regulation of cellular catabolic process258/6293427/187232.09e-301.65e-27258
GO:190331134ThyroidATCregulation of mRNA metabolic process181/6293288/187231.75e-245.54e-22181
GO:002241124ThyroidATCcellular component disassembly248/6293443/187231.34e-223.69e-20248
GO:000697934ThyroidATCresponse to oxidative stress246/6293446/187232.98e-216.09e-19246
GO:000640326ThyroidATCRNA localization132/6293201/187231.13e-201.93e-18132
GO:005068434ThyroidATCregulation of mRNA processing97/6293137/187235.28e-197.25e-1797
GO:005109834ThyroidATCregulation of binding203/6293363/187231.18e-181.55e-16203
GO:007048228ThyroidATCresponse to oxygen levels193/6293347/187231.83e-171.93e-15193
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513427EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa05134112EsophagusHGINLegionellosis18/138357/84653.20e-032.54e-022.02e-0218
hsa0513428EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0513436EsophagusESCCLegionellosis42/420557/84651.83e-046.90e-043.53e-0442
hsa0513412LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0513413LiverCirrhoticLegionellosis28/253057/84651.71e-038.01e-034.94e-0328
hsa0513425Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa05134111Oral cavityOSCCLegionellosis42/370457/84654.18e-062.15e-051.10e-0542
hsa0513426Oral cavityLPLegionellosis33/241857/84653.29e-063.23e-052.08e-0533
hsa0513435Oral cavityLPLegionellosis33/241857/84653.29e-063.23e-052.08e-0533
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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
HSF1PERILungADJCCDC36,TTPAL,ARHGEF37, etc.5.45e-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.
HSF1ICAFLungADJCCDC36,TTPAL,ARHGEF37, etc.0.00e+00The 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.
HSF1ADIPOLungHealthyCCDC36,TTPAL,ARHGEF37, etc.4.40e-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.
HSF1MYOFIBLungHealthyCCDC36,TTPAL,ARHGEF37, etc.2.22e-16The 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.
HSF1GRAOral cavityNEOLPGRINA,SNX3,CD164, etc.1.18e-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.
HSF1NUERProstateADJIP6K2,TBX19,WWP2, etc.4.00e-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.
HSF1BASProstateADJIP6K2,TBX19,WWP2, etc.2.34e-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.
HSF1BASProstateBPHIP6K2,TBX19,WWP2, etc.2.26e-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.
HSF1BASProstateTumorIP6K2,TBX19,WWP2, etc.4.87e-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.
HSF1NKTProstateBPHTCAIM,KRT17,CLTB, 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.
∗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
HSF1SNVMissense_Mutationc.1477N>Ap.Glu493Lysp.E493KQ00613protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
HSF1SNVMissense_Mutationrs781942523c.526N>Tp.Arg176Trpp.R176WQ00613protein_codingdeleterious(0.01)benign(0.063)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HSF1SNVMissense_Mutationrs781942523c.526C>Tp.Arg176Trpp.R176WQ00613protein_codingdeleterious(0.01)benign(0.063)TCGA-C8-A3M7-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
HSF1SNVMissense_Mutationc.606N>Gp.Ile202Metp.I202MQ00613protein_codingdeleterious(0.02)probably_damaging(0.925)TCGA-E2-A156-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
HSF1SNVMissense_Mutationc.141C>Gp.Phe47Leup.F47LQ00613protein_codingtolerated(0.14)benign(0.053)TCGA-E2-A1B6-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificAdriamycinSD
HSF1SNVMissense_Mutationrs377258216c.1051N>Ap.Ala351Thrp.A351TQ00613protein_codingtolerated(0.49)benign(0.001)TCGA-EX-A8YF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
HSF1SNVMissense_Mutationc.582N>Gp.Ile194Metp.I194MQ00613protein_codingdeleterious(0.02)possibly_damaging(0.779)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HSF1SNVMissense_Mutationrs782078876c.1409C>Tp.Ala470Valp.A470VQ00613protein_codingdeleterious(0.02)probably_damaging(0.962)TCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HSF1SNVMissense_Mutationc.1259N>Tp.Pro420Leup.P420LQ00613protein_codingdeleterious(0.03)possibly_damaging(0.851)TCGA-CM-6165-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
HSF1SNVMissense_Mutationc.257N>Gp.Gln86Argp.Q86RQ00613protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-DM-A1HB-01Colorectumcolon adenocarcinomaMale>=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
3297HSF1TRANSCRIPTION FACTOR, DNA REPAIRQUERCETINQUERCETIN19296652
3297HSF1TRANSCRIPTION FACTOR, DNA REPAIRCYCLOHEXIMIDECYCLOHEXIMIDE
3297HSF1TRANSCRIPTION FACTOR, DNA REPAIRBIMOCLOMOLBIMOCLOMOL
3297HSF1TRANSCRIPTION FACTOR, DNA REPAIRHSP709499401,9822662
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