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:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0006401110EsophagusESCCRNA catabolic process204/8552278/187233.39e-215.66e-19204
GO:0034655110EsophagusESCCnucleobase-containing compound catabolic process272/8552407/187232.92e-182.90e-16272
GO:004670018EsophagusESCCheterocycle catabolic process286/8552445/187231.12e-157.47e-14286
GO:004427019EsophagusESCCcellular nitrogen compound catabolic process288/8552451/187233.03e-151.79e-13288
GO:001943918EsophagusESCCaromatic compound catabolic process295/8552467/187231.09e-145.98e-13295
GO:190136118EsophagusESCCorganic cyclic compound catabolic process307/8552495/187239.99e-144.80e-12307
GO:00905013EsophagusESCCRNA phosphodiester bond hydrolysis110/8552152/187231.95e-116.81e-10110
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00903053EsophagusESCCnucleic acid phosphodiester bond hydrolysis163/8552261/187233.07e-085.73e-07163
GO:00346613EsophagusESCCncRNA catabolic process33/855243/187233.25e-052.69e-0433
GO:00905023EsophagusESCCRNA phosphodiester bond hydrolysis, endonucleolytic55/855282/187237.34e-055.51e-0455
GO:00344713EsophagusESCCncRNA 5'-end processing18/855221/187231.81e-041.16e-0318
GO:00009663EsophagusESCCRNA 5'-end processing19/855223/187233.12e-041.85e-0319
GO:00991163EsophagusESCCtRNA 5'-end processing14/855216/187236.78e-043.56e-0314
GO:00016823EsophagusESCCtRNA 5'-leader removal11/855213/187234.76e-031.85e-0211
GO:00160782EsophagusESCCtRNA catabolic process11/855213/187234.76e-031.85e-0211
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
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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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