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: PLPPR1

Gene summary for PLPPR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLPPR1

Gene ID

54886

Gene namephospholipid phosphatase related 1
Gene AliasLPPR1
Cytomap9q31.1
Gene Typeprotein-coding
GO ID

GO:0006629

UniProtAcc

A0A024R154


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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
54886PLPPR1NAFLD1HumanLiverNAFLD5.78e-065.09e-01-0.04
54886PLPPR1S41HumanLiverCirrhotic4.20e-034.09e-01-0.0343
54886PLPPR1HCC1_MengHumanLiverHCC1.62e-08-6.54e-030.0246
54886PLPPR1HCC1HumanLiverHCC3.19e-032.84e+000.5336
54886PLPPR1S014HumanLiverHCC1.06e-178.12e-010.2254
54886PLPPR1S015HumanLiverHCC6.69e-168.33e-010.2375
54886PLPPR1S016HumanLiverHCC1.04e-321.02e+000.2243
54886PLPPR1RNA-P6T2-P6T2-1HumanLungIAC2.59e-043.02e-01-0.0166
54886PLPPR1RNA-P6T2-P6T2-2HumanLungIAC6.69e-083.86e-01-0.0132
54886PLPPR1RNA-P6T2-P6T2-3HumanLungIAC1.62e-032.42e-01-0.013
54886PLPPR1RNA-P6T2-P6T2-4HumanLungIAC1.78e-032.98e-01-0.0121
54886PLPPR1RNA-P7T1-P7T1-1HumanLungAIS1.94e-036.04e-01-0.0961
54886PLPPR1RNA-P7T1-P7T1-4HumanLungAIS4.57e-035.80e-01-0.0809
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
∗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:00302585LiverNAFLDlipid modification49/1882212/187231.97e-082.17e-0649
GO:00163115LiverNAFLDdephosphorylation69/1882417/187232.27e-056.23e-0469
GO:003025811LiverCirrhoticlipid modification75/4634212/187233.33e-042.87e-0375
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:00066444LiverHCCphospholipid metabolic process214/7958383/187237.25e-081.48e-06214
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:003025821LiverHCClipid modification123/7958212/187233.50e-064.58e-05123
GO:00163116LungIACdephosphorylation75/2061417/187231.21e-053.64e-0475
GO:001631112LungAISdephosphorylation69/1849417/187231.27e-054.78e-0469
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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
PLPPR1SNVMissense_Mutationnovelc.415N>Ap.Asp139Asnp.D139NQ8TBJ4protein_codingtolerated(0.1)possibly_damaging(0.538)TCGA-A7-A3J1-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrazoleSD
PLPPR1SNVMissense_Mutationrs768378346c.556N>Ap.Leu186Metp.L186MQ8TBJ4protein_codingdeleterious(0.02)benign(0.003)TCGA-A7-A6VV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
PLPPR1SNVMissense_Mutationc.874N>Ap.Glu292Lysp.E292KQ8TBJ4protein_codingtolerated(0.11)benign(0.062)TCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
PLPPR1SNVMissense_Mutationc.244N>Cp.Thr82Prop.T82PQ8TBJ4protein_codingdeleterious(0.02)benign(0.307)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PLPPR1insertionFrame_Shift_Insnovelc.803_804insATp.Leu269SerfsTer32p.L269Sfs*32Q8TBJ4protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PLPPR1insertionFrame_Shift_Insnovelc.804_805insTCAGAp.Leu269SerfsTer33p.L269Sfs*33Q8TBJ4protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PLPPR1SNVMissense_Mutationrs768378346c.556N>Ap.Leu186Metp.L186MQ8TBJ4protein_codingdeleterious(0.02)benign(0.003)TCGA-A6-6649-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilSD
PLPPR1SNVMissense_Mutationc.779G>Tp.Gly260Valp.G260VQ8TBJ4protein_codingdeleterious(0)probably_damaging(0.958)TCGA-CK-4947-01Colorectumcolon adenocarcinomaFemale<65III/IVOther, specify in notesfolinicSD
PLPPR1SNVMissense_Mutationc.55N>Cp.Phe19Leup.F19LQ8TBJ4protein_codingtolerated(0.08)benign(0)TCGA-DM-A1D4-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PLPPR1SNVMissense_Mutationc.608N>Gp.Leu203Argp.L203RQ8TBJ4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-DM-A1DA-01Colorectumcolon adenocarcinomaFemale>=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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