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: PACRGL

Gene summary for PACRGL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PACRGL

Gene ID

133015

Gene nameparkin coregulated like
Gene AliasC4orf28
Cytomap4p15.31
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q8N7B6


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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
133015PACRGLLZE24THumanEsophagusESCC3.32e-061.71e-010.0596
133015PACRGLP1T-EHumanEsophagusESCC9.49e-062.18e-010.0875
133015PACRGLP2T-EHumanEsophagusESCC1.85e-182.67e-010.1177
133015PACRGLP4T-EHumanEsophagusESCC4.32e-041.49e-010.1323
133015PACRGLP8T-EHumanEsophagusESCC9.56e-111.66e-010.0889
133015PACRGLP9T-EHumanEsophagusESCC1.56e-048.06e-020.1131
133015PACRGLP10T-EHumanEsophagusESCC3.59e-101.60e-010.116
133015PACRGLP12T-EHumanEsophagusESCC8.72e-101.19e-010.1122
133015PACRGLP15T-EHumanEsophagusESCC3.46e-046.39e-020.1149
133015PACRGLP16T-EHumanEsophagusESCC1.58e-162.72e-010.1153
133015PACRGLP20T-EHumanEsophagusESCC6.12e-031.11e-010.1124
133015PACRGLP21T-EHumanEsophagusESCC2.76e-214.28e-010.1617
133015PACRGLP22T-EHumanEsophagusESCC2.31e-026.54e-020.1236
133015PACRGLP23T-EHumanEsophagusESCC9.74e-071.44e-010.108
133015PACRGLP24T-EHumanEsophagusESCC1.96e-081.34e-010.1287
133015PACRGLP27T-EHumanEsophagusESCC1.34e-031.25e-010.1055
133015PACRGLP28T-EHumanEsophagusESCC3.49e-065.89e-020.1149
133015PACRGLP30T-EHumanEsophagusESCC9.48e-092.14e-010.137
133015PACRGLP31T-EHumanEsophagusESCC4.53e-151.47e-010.1251
133015PACRGLP32T-EHumanEsophagusESCC1.02e-041.73e-010.1666
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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
∗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
PACRGLdeletionFrame_Shift_Delnovelc.37delNp.Asn14ThrfsTer17p.N14Tfs*17Q8N7B6protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PACRGLSNVMissense_Mutationc.569N>Cp.Gly190Alap.G190AQ8N7B6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EA-A1QS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PACRGLSNVMissense_Mutationc.517N>Ap.Glu173Lysp.E173KQ8N7B6protein_codingtolerated(0.17)benign(0.033)TCGA-VS-A9UH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PACRGLSNVMissense_Mutationc.545T>Cp.Leu182Prop.L182PQ8N7B6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
PACRGLSNVMissense_Mutationc.278N>Cp.Leu93Serp.L93SQ8N7B6protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PACRGLSNVMissense_Mutationrs576654808c.583G>Ap.Asp195Asnp.D195NQ8N7B6protein_codingtolerated(0.3)benign(0.115)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PACRGLSNVMissense_Mutationnovelc.634N>Cp.Lys212Glnp.K212QQ8N7B6protein_codingtolerated(0.25)benign(0.146)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
PACRGLSNVMissense_Mutationc.374G>Tp.Arg125Ilep.R125IQ8N7B6protein_codingtolerated(0.06)benign(0.268)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PACRGLSNVMissense_Mutationnovelc.691N>Ap.Gly231Argp.G231RQ8N7B6protein_codingtolerated(0.08)benign(0.295)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PACRGLSNVMissense_Mutationnovelc.299A>Gp.His100Argp.H100RQ8N7B6protein_codingdeleterious(0.01)probably_damaging(0.959)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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