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: PCP4L1

Gene summary for PCP4L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCP4L1

Gene ID

654790

Gene namePurkinje cell protein 4 like 1
Gene AliasIQM1
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

A6NKN8


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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
654790PCP4L1LZE8THumanEsophagusESCC1.65e-041.70e-010.067
654790PCP4L1LZE20THumanEsophagusESCC8.11e-147.70e-010.0662
654790PCP4L1LZE21D1HumanEsophagusHGIN5.38e-037.20e-010.0632
654790PCP4L1LZE22D1HumanEsophagusHGIN2.88e-063.35e-010.0595
654790PCP4L1LZE21THumanEsophagusESCC9.73e-053.79e-010.0655
654790PCP4L1P1T-EHumanEsophagusESCC4.53e-149.81e-010.0875
654790PCP4L1P4T-EHumanEsophagusESCC2.44e-349.99e-010.1323
654790PCP4L1P9T-EHumanEsophagusESCC8.38e-031.67e-010.1131
654790PCP4L1P10T-EHumanEsophagusESCC1.66e-032.15e-010.116
654790PCP4L1P15T-EHumanEsophagusESCC3.38e-042.44e-010.1149
654790PCP4L1P20T-EHumanEsophagusESCC5.63e-185.05e-010.1124
654790PCP4L1P23T-EHumanEsophagusESCC2.33e-146.22e-010.108
654790PCP4L1P26T-EHumanEsophagusESCC1.69e-082.16e-010.1276
654790PCP4L1P27T-EHumanEsophagusESCC2.58e-368.85e-010.1055
654790PCP4L1P30T-EHumanEsophagusESCC1.19e-094.86e-010.137
654790PCP4L1P36T-EHumanEsophagusESCC9.55e-108.32e-010.1187
654790PCP4L1P40T-EHumanEsophagusESCC1.47e-073.89e-010.109
654790PCP4L1P42T-EHumanEsophagusESCC1.03e-126.11e-010.1175
654790PCP4L1P48T-EHumanEsophagusESCC4.18e-063.02e-010.0959
654790PCP4L1P54T-EHumanEsophagusESCC2.58e-072.60e-010.0975
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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
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
∗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
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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
PCP4L1SNVMissense_Mutationrs767831354c.173N>Ap.Arg58Glnp.R58QA6NKN8protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PCP4L1SNVMissense_Mutationrs765798750c.43G>Ap.Ala15Thrp.A15TA6NKN8protein_codingtolerated(0.22)probably_damaging(0.981)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
PCP4L1SNVMissense_Mutationnovelc.124G>Tp.Ala42Serp.A42SA6NKN8protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
PCP4L1insertionFrame_Shift_Insnovelc.186_187insAp.Asp65GlyfsTer59p.D65Gfs*59A6NKN8protein_codingTCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PCP4L1insertionFrame_Shift_Insnovelc.58_59insAp.Gly22ArgfsTer16p.G22Rfs*16A6NKN8protein_codingTCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PCP4L1SNVMissense_Mutationnovelc.193G>Tp.Asp65Tyrp.D65YA6NKN8protein_codingdeleterious(0)possibly_damaging(0.739)TCGA-D7-A6EX-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PCP4L1deletionFrame_Shift_Delnovelc.66delNp.Ala24LeufsTer17p.A24Lfs*17A6NKN8protein_codingTCGA-D7-A4YY-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilSD
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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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