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:190331120EsophagusHGINregulation of mRNA metabolic process91/2587288/187235.06e-159.78e-1391
GO:005068419EsophagusHGINregulation of mRNA processing55/2587137/187232.17e-143.94e-1255
GO:004586227EsophagusHGINpositive regulation of proteolysis107/2587372/187232.61e-144.60e-12107
GO:000989626EsophagusHGINpositive regulation of catabolic process126/2587492/187231.46e-122.09e-10126
GO:000640320EsophagusHGINRNA localization66/2587201/187234.06e-125.41e-1066
GO:003133126EsophagusHGINpositive regulation of cellular catabolic process112/2587427/187235.15e-126.72e-10112
GO:003596625EsophagusHGINresponse to topologically incorrect protein54/2587159/187238.53e-118.89e-0954
GO:000698625EsophagusHGINresponse to unfolded protein48/2587137/187232.80e-102.54e-0848
GO:003460520EsophagusHGINcellular response to heat30/258769/187231.78e-091.35e-0730
GO:000697927EsophagusHGINresponse to oxidative stress107/2587446/187233.91e-092.76e-07107
GO:003596725EsophagusHGINcellular response to topologically incorrect protein41/2587116/187234.07e-092.84e-0741
GO:003462020EsophagusHGINcellular response to unfolded protein36/258796/187235.82e-093.88e-0736
GO:003465519EsophagusHGINnucleobase-containing compound catabolic process98/2587407/187231.44e-088.94e-0798
GO:004328126EsophagusHGINregulation of cysteine-type endopeptidase activity involved in apoptotic process59/2587209/187233.39e-081.97e-0659
GO:004670017EsophagusHGINheterocycle catabolic process103/2587445/187235.44e-082.99e-06103
GO:005065716EsophagusHGINnucleic acid transport49/2587163/187235.71e-083.06e-0649
GO:005065816EsophagusHGINRNA transport49/2587163/187235.71e-083.06e-0649
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:200011626EsophagusHGINregulation of cysteine-type endopeptidase activity63/2587235/187239.71e-085.02e-0663
GO:005123616EsophagusHGINestablishment of RNA localization49/2587166/187231.07e-075.47e-0649
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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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