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: PIEZO2

Gene summary for PIEZO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIEZO2

Gene ID

63895

Gene namepiezo type mechanosensitive ion channel component 2
Gene AliasC18orf30
Cytomap18p11.22-p11.21
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9H5I5


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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
63895PIEZO2HCC1_MengHumanLiverHCC7.40e-03-7.51e-020.0246
63895PIEZO2HCC1HumanLiverHCC7.22e-063.58e+000.5336
63895PIEZO2HCC2HumanLiverHCC1.48e-022.30e+000.5341
63895PIEZO2Pt13.bHumanLiverHCC1.23e-072.08e-010.0251
63895PIEZO2S027HumanLiverHCC7.56e-046.30e-010.2446
63895PIEZO2S028HumanLiverHCC5.66e-177.52e-010.2503
63895PIEZO2S029HumanLiverHCC1.87e-106.15e-010.2581
63895PIEZO2PTC03HumanThyroidPTC1.79e-021.42e-010.1784
63895PIEZO2ATC13HumanThyroidATC7.27e-335.28e-010.34
63895PIEZO2ATC2HumanThyroidATC9.94e-095.69e-010.34
63895PIEZO2ATC5HumanThyroidATC1.72e-285.79e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:007121421LiverHCCcellular response to abiotic stimulus183/7958331/187231.59e-062.26e-05183
GO:010400421LiverHCCcellular response to environmental stimulus183/7958331/187231.59e-062.26e-05183
GO:00712601LiverHCCcellular response to mechanical stimulus48/795881/187231.72e-038.96e-0348
GO:00096124LiverHCCresponse to mechanical stimulus113/7958216/187232.20e-031.10e-02113
GO:0071496113ThyroidPTCcellular response to external stimulus158/5968320/187234.12e-111.47e-09158
GO:0071214111ThyroidPTCcellular response to abiotic stimulus158/5968331/187239.90e-102.89e-08158
GO:0104004111ThyroidPTCcellular response to environmental stimulus158/5968331/187239.90e-102.89e-08158
GO:0009612110ThyroidPTCresponse to mechanical stimulus98/5968216/187232.09e-052.09e-0498
GO:007126016ThyroidPTCcellular response to mechanical stimulus44/596881/187232.34e-052.33e-0444
GO:0071496210ThyroidATCcellular response to external stimulus165/6293320/187232.01e-117.23e-10165
GO:007121427ThyroidATCcellular response to abiotic stimulus169/6293331/187233.24e-111.08e-09169
GO:010400427ThyroidATCcellular response to environmental stimulus169/6293331/187233.24e-111.08e-09169
GO:000961225ThyroidATCresponse to mechanical stimulus105/6293216/187233.29e-063.70e-05105
GO:007126022ThyroidATCcellular response to mechanical stimulus46/629381/187231.51e-051.41e-0446
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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
PIEZO2SNVMissense_Mutationrs144490141c.6647N>Ap.Ala2216Glup.A2216EQ9H5I5protein_codingdeleterious(0)possibly_damaging(0.561)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PIEZO2SNVMissense_Mutationnovelc.1690G>Cp.Glu564Glnp.E564QQ9H5I5protein_codingtolerated(0.19)benign(0.106)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PIEZO2SNVMissense_Mutationnovelc.1189G>Ap.Asp397Asnp.D397NQ9H5I5protein_codingdeleterious(0.01)probably_damaging(0.958)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PIEZO2SNVMissense_Mutationrs189453524c.8117N>Ap.Arg2706Glnp.R2706QQ9H5I5protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIEZO2SNVMissense_Mutationc.2853C>Gp.Ile951Metp.I951MQ9H5I5protein_codingdeleterious(0)possibly_damaging(0.691)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIEZO2SNVMissense_Mutationrs202104395c.1261N>Ap.Gly421Serp.G421SQ9H5I5protein_codingdeleterious(0.04)probably_damaging(0.987)TCGA-AR-A24T-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
PIEZO2SNVMissense_Mutationc.5522N>Ap.Ser1841Tyrp.S1841YQ9H5I5protein_codingdeleterious(0.01)benign(0.049)TCGA-B6-A0RS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
PIEZO2SNVMissense_Mutationnovelc.8095N>Cp.Glu2699Glnp.E2699QQ9H5I5protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0DQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PIEZO2SNVMissense_Mutationc.7551N>Ap.Met2517Ilep.M2517IQ9H5I5protein_codingdeleterious(0)benign(0.192)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PIEZO2SNVMissense_Mutationnovelc.901N>Gp.Asn301Aspp.N301DQ9H5I5protein_codingtolerated(0.85)benign(0)TCGA-BH-A1ET-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
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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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