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: HSPA4L

Gene summary for HSPA4L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSPA4L

Gene ID

22824

Gene nameheat shock protein family A (Hsp70) member 4 like
Gene AliasAPG-1
Cytomap4q28.1
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

B4DZR0


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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
22824HSPA4LS028HumanLiverHCC3.84e-271.36e+000.2503
22824HSPA4LS029HumanLiverHCC3.45e-181.17e+000.2581
22824HSPA4LC04HumanOral cavityOSCC9.70e-055.30e-010.2633
22824HSPA4LC21HumanOral cavityOSCC1.98e-042.65e-010.2678
22824HSPA4LC30HumanOral cavityOSCC5.93e-136.64e-010.3055
22824HSPA4LC43HumanOral cavityOSCC2.78e-153.81e-010.1704
22824HSPA4LC46HumanOral cavityOSCC1.42e-052.75e-010.1673
22824HSPA4LC51HumanOral cavityOSCC2.03e-025.21e-010.2674
22824HSPA4LC09HumanOral cavityOSCC4.91e-146.63e-010.1431
22824HSPA4LSYSMH3HumanOral cavityOSCC1.94e-165.49e-010.2442
22824HSPA4LP1_S1_AKHumanSkinAK1.87e-134.19e-01-0.3399
22824HSPA4LP2_S3_AKHumanSkinAK1.88e-053.02e-01-0.3287
22824HSPA4LP3_S6_AKHumanSkinAK1.12e-074.22e-01-0.3256
22824HSPA4LP4_S8_cSCCHumanSkincSCC1.40e-072.44e-01-0.3095
22824HSPA4LP5_S10_cSCCHumanSkincSCC3.26e-051.47e-01-0.299
22824HSPA4LP1_cSCCHumanSkincSCC8.73e-257.12e-010.0292
22824HSPA4LP2_cSCCHumanSkincSCC1.06e-062.39e-01-0.024
22824HSPA4LP4_cSCCHumanSkincSCC2.14e-214.85e-01-0.00290000000000005
22824HSPA4LP10_cSCCHumanSkincSCC5.48e-269.10e-010.1017
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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:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00359667LiverCirrhoticresponse to topologically incorrect protein91/4634159/187232.07e-183.60e-1691
GO:00069867LiverCirrhoticresponse to unfolded protein79/4634137/187231.99e-162.49e-1479
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:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:003596620Oral cavityOSCCresponse to topologically incorrect protein117/7305159/187236.93e-198.60e-17117
GO:000698620Oral cavityOSCCresponse to unfolded protein103/7305137/187236.47e-186.50e-16103
GO:000698626SkinAKresponse to unfolded protein35/1910137/187232.24e-079.02e-0635
GO:003596626SkinAKresponse to topologically incorrect protein38/1910159/187234.39e-071.63e-0538
GO:000645726SkinAKprotein folding44/1910212/187233.54e-068.91e-0544
GO:0006457111SkincSCCprotein folding131/4864212/187232.96e-281.32e-25131
GO:0035966112SkincSCCresponse to topologically incorrect protein90/4864159/187232.26e-162.12e-1490
GO:0006986112SkincSCCresponse to unfolded protein78/4864137/187231.44e-141.03e-1278
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414114LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414115LiverCirrhoticProtein processing in endoplasmic reticulum114/2530174/84651.16e-229.67e-215.96e-21114
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
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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
HSPA4LSNVMissense_Mutationrs141362649c.1447C>Tp.Arg483Cysp.R483CO95757protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
HSPA4LSNVMissense_Mutationrs759610355c.893C>Tp.Ser298Phep.S298FO95757protein_codingdeleterious(0)benign(0.343)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
HSPA4LdeletionFrame_Shift_Delnovelc.1781delNp.Asp595IlefsTer13p.D595Ifs*13O95757protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
HSPA4LSNVMissense_Mutationnovelc.136C>Gp.Arg46Glyp.R46GO95757protein_codingdeleterious(0)benign(0.258)TCGA-EA-A44S-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinSD
HSPA4LSNVMissense_Mutationrs139697778c.1013N>Cp.Ile338Thrp.I338TO95757protein_codingdeleterious(0)possibly_damaging(0.655)TCGA-EK-A3GM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
HSPA4LSNVMissense_Mutationrs766607334c.110C>Tp.Ala37Valp.A37VO95757protein_codingdeleterious(0)benign(0.192)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HSPA4LSNVMissense_Mutationc.2347N>Tp.Asn783Tyrp.N783YO95757protein_codingdeleterious(0.02)possibly_damaging(0.757)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
HSPA4LSNVMissense_Mutationrs200226261c.173N>Tp.Thr58Metp.T58MO95757protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HSPA4LSNVMissense_Mutationnovelc.2098N>Cp.Lys700Glnp.K700QO95757protein_codingtolerated(0.26)benign(0.395)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
HSPA4LSNVMissense_Mutationnovelc.776N>Gp.Asn259Serp.N259SO95757protein_codingtolerated(0.07)probably_damaging(0.992)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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