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: HSPB6

Gene summary for HSPB6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HSPB6

Gene ID

126393

Gene nameheat shock protein family B (small) member 6
Gene AliasHEL55
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

O14558


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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
126393HSPB6P9T-EHumanEsophagusESCC1.05e-031.09e+000.1131
126393HSPB6P75T-EHumanEsophagusESCC2.04e-061.50e-010.1125
126393HSPB6P79T-EHumanEsophagusESCC1.64e-145.21e-010.1154
126393HSPB6P128T-EHumanEsophagusESCC1.73e-029.23e-020.1241
126393HSPB6cirrhotic3HumanLiverCirrhotic2.51e-063.47e-010.0215
126393HSPB6S014HumanLiverHCC3.43e-106.42e-010.2254
126393HSPB6S015HumanLiverHCC2.66e-116.61e-010.2375
126393HSPB6S016HumanLiverHCC6.26e-105.92e-010.2243
126393HSPB6ATC13HumanThyroidATC3.31e-661.92e+000.34
126393HSPB6ATC5HumanThyroidATC1.70e-832.10e+000.34
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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
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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0061077110EsophagusESCCchaperone-mediated protein folding56/855267/187231.52e-104.36e-0956
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:00610777LiverCirrhoticchaperone-mediated protein folding40/463467/187231.24e-095.43e-0840
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:006107712LiverHCCchaperone-mediated protein folding56/795867/187234.86e-122.14e-1056
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
GO:006107733ThyroidATCchaperone-mediated protein folding47/629367/187231.05e-092.67e-0847
GO:004576621ThyroidATCpositive regulation of angiogenesis82/6293181/187236.79e-043.83e-0382
GO:190401821ThyroidATCpositive regulation of vasculature development82/6293181/187236.79e-043.83e-0382
GO:00457657ThyroidATCregulation of angiogenesis141/6293342/187231.80e-038.85e-03141
GO:19013427ThyroidATCregulation of vasculature development143/6293348/187231.95e-039.44e-03143
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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
∗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
HSPB6deletionFrame_Shift_Delnovelc.248delNp.Phe83SerfsTer50p.F83Sfs*50O14558protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
HSPB6SNVMissense_Mutationnovelc.311N>Cp.Glu104Alap.E104AO14558protein_codingtolerated(0.09)probably_damaging(0.926)TCGA-5M-AATA-01Colorectumcolon adenocarcinomaUnknownUnknownI/IIUnknownUnknownUnknown
HSPB6SNVMissense_Mutationnovelc.238G>Ap.Val80Metp.V80MO14558protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-CD-A4MJ-01Stomachstomach adenocarcinomaMale<65I/IIChemotherapycisplatinCR
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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
126393HSPB6NAAZX-100AZX-100
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