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: PLEKHH2

Gene summary for PLEKHH2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLEKHH2

Gene ID

130271

Gene namepleckstrin homology, MyTH4 and FERM domain containing H2
Gene AliasPLEKHH1L
Cytomap2p21
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q8IVE3


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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
130271PLEKHH2RNA-P6T2-P6T2-1HumanLungIAC1.78e-094.21e-01-0.0166
130271PLEKHH2RNA-P6T2-P6T2-2HumanLungIAC1.20e-155.15e-01-0.0132
130271PLEKHH2RNA-P6T2-P6T2-3HumanLungIAC4.57e-155.27e-01-0.013
130271PLEKHH2RNA-P6T2-P6T2-4HumanLungIAC1.51e-094.48e-01-0.0121
130271PLEKHH2PTC01HumanThyroidPTC6.12e-032.66e-020.1899
130271PLEKHH2PTC05HumanThyroidPTC6.49e-102.35e-010.2065
130271PLEKHH2PTC06HumanThyroidPTC4.30e-089.00e-020.2057
130271PLEKHH2PTC07HumanThyroidPTC2.08e-039.34e-020.2044
130271PLEKHH2ATC09HumanThyroidATC3.91e-041.34e-010.2871
130271PLEKHH2ATC12HumanThyroidATC5.53e-031.45e-010.34
130271PLEKHH2ATC13HumanThyroidATC2.13e-427.74e-010.34
130271PLEKHH2ATC1HumanThyroidATC8.70e-041.47e-010.2878
130271PLEKHH2ATC4HumanThyroidATC1.51e-061.90e-010.34
130271PLEKHH2ATC5HumanThyroidATC1.78e-468.16e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00070158LungIACactin filament organization92/2061442/187231.01e-091.93e-0792
GO:00329708LungIACregulation of actin filament-based process77/2061397/187234.85e-073.10e-0577
GO:00329568LungIACregulation of actin cytoskeleton organization70/2061358/187231.17e-066.20e-0570
GO:00106398LungIACnegative regulation of organelle organization68/2061348/187231.69e-068.24e-0568
GO:19029038LungIACregulation of supramolecular fiber organization73/2061383/187231.87e-068.87e-0573
GO:00514947LungIACnegative regulation of cytoskeleton organization38/2061163/187235.35e-062.08e-0438
GO:01100538LungIACregulation of actin filament organization54/2061278/187232.27e-056.28e-0454
GO:19029047LungIACnegative regulation of supramolecular fiber organization37/2061167/187232.38e-056.50e-0437
GO:00325357LungIACregulation of cellular component size65/2061383/187232.56e-044.26e-0365
GO:00432422LungIACnegative regulation of protein-containing complex disassembly19/206182/187231.23e-031.42e-0219
GO:00224118LungIACcellular component disassembly68/2061443/187232.89e-032.60e-0268
GO:00081548LungIACactin polymerization or depolymerization37/2061218/187234.96e-033.79e-0237
GO:0022411113ThyroidPTCcellular component disassembly232/5968443/187231.36e-191.75e-17232
GO:1902903113ThyroidPTCregulation of supramolecular fiber organization202/5968383/187231.16e-171.15e-15202
GO:0007015112ThyroidPTCactin filament organization225/5968442/187233.76e-173.44e-15225
GO:0032956113ThyroidPTCregulation of actin cytoskeleton organization182/5968358/187234.64e-142.79e-12182
GO:0032970113ThyroidPTCregulation of actin filament-based process197/5968397/187238.91e-144.89e-12197
GO:0110053112ThyroidPTCregulation of actin filament organization146/5968278/187235.87e-132.85e-11146
GO:000815426ThyroidPTCactin polymerization or depolymerization117/5968218/187231.85e-117.21e-10117
GO:0032535112ThyroidPTCregulation of cellular component size181/5968383/187231.70e-105.64e-09181
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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
PLEKHH2SNVMissense_Mutationnovelc.1730C>Gp.Ser577Cysp.S577CQ8IVE3protein_codingtolerated(0.08)possibly_damaging(0.524)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PLEKHH2SNVMissense_Mutationnovelc.3665C>Tp.Ser1222Leup.S1222LQ8IVE3protein_codingdeleterious(0.01)possibly_damaging(0.829)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
PLEKHH2SNVMissense_Mutationrs777673724c.982G>Ap.Ala328Thrp.A328TQ8IVE3protein_codingdeleterious_low_confidence(0.05)benign(0.018)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PLEKHH2SNVMissense_Mutationnovelc.1283N>Ap.Thr428Lysp.T428KQ8IVE3protein_codingtolerated(0.89)benign(0.01)TCGA-AC-A3YI-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
PLEKHH2SNVMissense_Mutationc.3140N>Tp.Ala1047Valp.A1047VQ8IVE3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A0AM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PLEKHH2SNVMissense_Mutationc.3545N>Tp.Gly1182Valp.G1182VQ8IVE3protein_codingdeleterious(0.02)probably_damaging(0.98)TCGA-AR-A24X-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PLEKHH2SNVMissense_Mutationnovelc.3515C>Tp.Ser1172Phep.S1172FQ8IVE3protein_codingdeleterious(0.01)possibly_damaging(0.602)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
PLEKHH2SNVMissense_Mutationc.2070N>Tp.Lys690Asnp.K690NQ8IVE3protein_codingdeleterious(0.01)probably_damaging(0.917)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
PLEKHH2SNVMissense_Mutationc.2318N>Tp.His773Leup.H773LQ8IVE3protein_codingdeleterious(0.01)benign(0.045)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHH2SNVMissense_Mutationc.4400N>Ap.Thr1467Asnp.T1467NQ8IVE3protein_codingtolerated(0.23)benign(0.01)TCGA-E2-A1IH-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
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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
130271PLEKHH2NAatenololATENOLOL27670767
130271PLEKHH2NAverapamilVERAPAMIL27670767
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