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: POP1

Gene summary for POP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

POP1

Gene ID

10940

Gene namePOP1 homolog, ribonuclease P/MRP subunit
Gene AliasANXD2
Cytomap8q22.2
Gene Typeprotein-coding
GO ID

GO:0000966

UniProtAcc

Q99575


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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
10940POP1P2T-EHumanEsophagusESCC3.08e-121.79e-010.1177
10940POP1P4T-EHumanEsophagusESCC3.09e-031.51e-010.1323
10940POP1P5T-EHumanEsophagusESCC9.22e-102.04e-010.1327
10940POP1P8T-EHumanEsophagusESCC2.47e-061.08e-010.0889
10940POP1P9T-EHumanEsophagusESCC2.42e-051.10e-010.1131
10940POP1P10T-EHumanEsophagusESCC2.86e-081.32e-010.116
10940POP1P11T-EHumanEsophagusESCC4.81e-031.50e-010.1426
10940POP1P12T-EHumanEsophagusESCC1.07e-031.01e-010.1122
10940POP1P16T-EHumanEsophagusESCC3.48e-092.36e-010.1153
10940POP1P17T-EHumanEsophagusESCC2.37e-092.72e-010.1278
10940POP1P20T-EHumanEsophagusESCC8.56e-163.89e-010.1124
10940POP1P21T-EHumanEsophagusESCC3.67e-153.03e-010.1617
10940POP1P22T-EHumanEsophagusESCC5.04e-091.98e-010.1236
10940POP1P23T-EHumanEsophagusESCC1.74e-041.73e-010.108
10940POP1P24T-EHumanEsophagusESCC4.15e-078.37e-020.1287
10940POP1P26T-EHumanEsophagusESCC2.19e-071.41e-010.1276
10940POP1P27T-EHumanEsophagusESCC3.39e-181.60e-010.1055
10940POP1P28T-EHumanEsophagusESCC6.81e-142.87e-010.1149
10940POP1P30T-EHumanEsophagusESCC5.55e-083.56e-010.137
10940POP1P31T-EHumanEsophagusESCC6.83e-244.72e-010.1251
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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
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:000640118Oral cavityOSCCRNA catabolic process184/7305278/187232.71e-204.19e-18184
GO:003465517Oral cavityOSCCnucleobase-containing compound catabolic process244/7305407/187235.38e-185.49e-16244
GO:004670015Oral cavityOSCCheterocycle catabolic process254/7305445/187235.07e-153.31e-13254
GO:004427016Oral cavityOSCCcellular nitrogen compound catabolic process256/7305451/187239.67e-155.88e-13256
GO:001943915Oral cavityOSCCaromatic compound catabolic process263/7305467/187231.49e-148.84e-13263
GO:190136115Oral cavityOSCCorganic cyclic compound catabolic process272/7305495/187232.73e-131.36e-11272
GO:00905012Oral cavityOSCCRNA phosphodiester bond hydrolysis95/7305152/187233.65e-098.22e-0895
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00903052Oral cavityOSCCnucleic acid phosphodiester bond hydrolysis142/7305261/187232.90e-074.43e-06142
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
GO:00991162Oral cavityOSCCtRNA 5'-end processing14/730516/187239.15e-056.93e-0414
GO:00344712Oral cavityOSCCncRNA 5'-end processing17/730521/187231.07e-047.89e-0417
GO:00009662Oral cavityOSCCRNA 5'-end processing18/730523/187231.47e-041.04e-0318
GO:00346612Oral cavityOSCCncRNA catabolic process28/730543/187234.71e-042.79e-0328
GO:00016822Oral cavityOSCCtRNA 5'-leader removal11/730513/187231.02e-035.29e-0311
GO:00905022Oral cavityOSCCRNA phosphodiester bond hydrolysis, endonucleolytic44/730582/187234.95e-031.94e-0244
GO:00160781Oral cavityOSCCtRNA catabolic process10/730513/187236.32e-032.35e-0210
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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
POP1SNVMissense_Mutationc.3051N>Gp.Phe1017Leup.F1017LQ99575protein_codingdeleterious(0.03)benign(0.052)TCGA-A2-A04T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
POP1SNVMissense_Mutationnovelc.2557N>Ap.Pro853Thrp.P853TQ99575protein_codingdeleterious(0.01)possibly_damaging(0.811)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
POP1SNVMissense_Mutationc.2461N>Tp.Pro821Serp.P821SQ99575protein_codingtolerated(0.09)probably_damaging(0.987)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
POP1SNVMissense_Mutationnovelc.91G>Ap.Gly31Serp.G31SQ99575protein_codingtolerated(0.24)benign(0.033)TCGA-AO-A0JD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
POP1SNVMissense_Mutationc.2071N>Gp.Lys691Glup.K691EQ99575protein_codingdeleterious(0)probably_damaging(0.963)TCGA-B6-A1KN-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
POP1SNVMissense_Mutationc.667G>Cp.Gly223Argp.G223RQ99575protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BH-A0BL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
POP1SNVMissense_Mutationc.1745N>Tp.Pro582Leup.P582LQ99575protein_codingdeleterious(0)probably_damaging(0.934)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
POP1SNVMissense_Mutationc.107N>Cp.Ser36Thrp.S36TQ99575protein_codingtolerated(0.2)benign(0.01)TCGA-BH-A0DK-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
POP1insertionFrame_Shift_Insnovelc.981_982insAGAAAGAAACTp.Trp328ArgfsTer17p.W328Rfs*17Q99575protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
POP1insertionNonsense_Mutationnovelc.983_984insAAGCTCTCATTACTCATTTAACACATATTTGTTGAp.Trp328Terp.W328*Q99575protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
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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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