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: HSPA2

Gene summary for HSPA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSPA2

Gene ID

3306

Gene nameheat shock protein family A (Hsp70) member 2
Gene AliasHSP70-2
Cytomap14q23.3
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024R6B5


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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
3306HSPA2CA_HPV_3HumanCervixCC1.46e-052.43e-010.0414
3306HSPA2TumorHumanCervixCC1.08e-043.66e-010.1241
3306HSPA2sample1HumanCervixCC1.93e-126.43e-010.0959
3306HSPA2sample3HumanCervixCC1.71e-154.34e-010.1387
3306HSPA2T1HumanCervixCC1.33e-298.07e-010.0918
3306HSPA2T3HumanCervixCC4.35e-144.34e-010.1389
3306HSPA2LZE4THumanEsophagusESCC4.51e-093.49e-010.0811
3306HSPA2LZE5THumanEsophagusESCC6.85e-064.27e-010.0514
3306HSPA2LZE7THumanEsophagusESCC4.12e-055.00e-010.0667
3306HSPA2LZE21D1HumanEsophagusHGIN4.13e-023.15e-010.0632
3306HSPA2LZE22THumanEsophagusESCC9.36e-081.55e+000.068
3306HSPA2LZE24THumanEsophagusESCC4.20e-196.98e-010.0596
3306HSPA2P1T-EHumanEsophagusESCC8.87e-054.91e-010.0875
3306HSPA2P2T-EHumanEsophagusESCC1.90e-113.35e-010.1177
3306HSPA2P4T-EHumanEsophagusESCC1.29e-281.14e+000.1323
3306HSPA2P5T-EHumanEsophagusESCC2.42e-031.28e-010.1327
3306HSPA2P8T-EHumanEsophagusESCC3.12e-11-3.91e-020.0889
3306HSPA2P9T-EHumanEsophagusESCC7.31e-054.17e-030.1131
3306HSPA2P10T-EHumanEsophagusESCC7.80e-561.53e+000.116
3306HSPA2P11T-EHumanEsophagusESCC7.99e-262.37e+000.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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:00447725CervixCCmitotic cell cycle phase transition89/2311424/187232.70e-071.12e-0589
GO:00420269CervixCCprotein refolding12/231123/187234.41e-061.12e-0412
GO:000698610CervixCCresponse to unfolded protein36/2311137/187236.83e-061.63e-0436
GO:00457876CervixCCpositive regulation of cell cycle66/2311313/187237.78e-061.81e-0466
GO:00073466CervixCCregulation of mitotic cell cycle88/2311457/187231.26e-052.60e-0488
GO:19019903CervixCCregulation of mitotic cell cycle phase transition63/2311299/187231.27e-052.60e-0463
GO:003596610CervixCCresponse to topologically incorrect protein39/2311159/187231.68e-053.22e-0439
GO:00459316CervixCCpositive regulation of mitotic cell cycle32/2311121/187231.88e-053.47e-0432
GO:003462010CervixCCcellular response to unfolded protein27/231196/187232.53e-054.29e-0427
GO:00610779CervixCCchaperone-mediated protein folding21/231167/187233.40e-055.55e-0421
GO:19019922CervixCCpositive regulation of mitotic cell cycle phase transition26/231193/187233.97e-056.18e-0426
GO:002241110CervixCCcellular component disassembly83/2311443/187236.04e-058.68e-0483
GO:00900685CervixCCpositive regulation of cell cycle process50/2311236/187238.25e-051.11e-0350
GO:19019873CervixCCregulation of cell cycle phase transition74/2311390/187239.80e-051.27e-0374
GO:003596710CervixCCcellular response to topologically incorrect protein29/2311116/187231.35e-041.66e-0329
GO:19019892CervixCCpositive regulation of cell cycle phase transition28/2311115/187232.82e-043.07e-0328
GO:00094089CervixCCresponse to heat27/2311110/187233.12e-043.32e-0327
GO:00064579CervixCCprotein folding44/2311212/187233.43e-043.59e-0344
GO:00064589CervixCC'de novo' protein folding14/231143/187234.37e-044.38e-0314
GO:00510859CervixCCchaperone cofactor-dependent protein refolding12/231134/187234.85e-044.75e-0312
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502018CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa0461220CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa0541720CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa0491520CervixCCEstrogen signaling pathway44/1267138/84653.55e-073.97e-062.35e-0644
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0514514CervixCCToxoplasmosis34/1267112/84652.42e-051.82e-041.08e-0434
hsa0513416CervixCCLegionellosis20/126757/84651.29e-048.19e-044.85e-0420
hsa040109CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0502019CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa04612110CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa05417110CervixCCLipid and atherosclerosis65/1267215/84656.47e-091.10e-076.52e-0865
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04915110CervixCCEstrogen signaling pathway44/1267138/84653.55e-073.97e-062.35e-0644
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0514515CervixCCToxoplasmosis34/1267112/84652.42e-051.82e-041.08e-0434
hsa0513417CervixCCLegionellosis20/126757/84651.29e-048.19e-044.85e-0420
hsa0401012CervixCCMAPK signaling pathway62/1267302/84654.89e-031.67e-029.86e-0362
hsa0502030EsophagusHGINPrion disease117/1383273/84654.15e-263.38e-242.69e-24117
hsa0304018EsophagusHGINSpliceosome79/1383217/84653.22e-137.00e-125.56e-1279
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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
HSPA2SNVMissense_Mutationc.53N>Ap.Cys18Tyrp.C18YP54652protein_codingdeleterious_low_confidence(0)probably_damaging(0.984)TCGA-A2-A0YJ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
HSPA2SNVMissense_Mutationc.500N>Ap.Gly167Glup.G167EP54652protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-A8-A092-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapypaclitaxelCR
HSPA2SNVMissense_Mutationc.916G>Ap.Glu306Lysp.E306KP54652protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
HSPA2SNVMissense_Mutationc.1782N>Tp.Glu594Aspp.E594DP54652protein_codingdeleterious_low_confidence(0.02)benign(0.327)TCGA-B6-A0IH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
HSPA2SNVMissense_Mutationc.905G>Ap.Arg302Hisp.R302HP54652protein_codingdeleterious_low_confidence(0.02)probably_damaging(1)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
HSPA2SNVMissense_Mutationc.1192G>Ap.Asp398Asnp.D398NP54652protein_codingdeleterious_low_confidence(0)probably_damaging(0.96)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
HSPA2insertionIn_Frame_Insnovelc.1386_1387insCCCAAGATCCAGAAGCTGCTGCAGp.Phe462_Asp463insProLysIleGlnLysLeuLeuGlnp.F462_D463insPKIQKLLQP54652protein_codingTCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
HSPA2insertionIn_Frame_Insnovelc.1717_1718insTCTTCTTCCCAGAGGAGATATCCTCCATGGp.Ile573_Leu574insPhePheProGluGluIleSerSerMetValp.I573_L574insFFPEEISSMVP54652protein_codingTCGA-A8-A09C-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HSPA2SNVMissense_Mutationc.514C>Ap.Arg172Serp.R172SP54652protein_codingdeleterious_low_confidence(0.01)benign(0.241)TCGA-FU-A3EO-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
HSPA2SNVMissense_Mutationrs765920858c.1771G>Ap.Glu591Lysp.E591KP54652protein_codingdeleterious_low_confidence(0.01)benign(0.192)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
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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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