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: PLSCR1

Gene summary for PLSCR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLSCR1

Gene ID

5359

Gene namephospholipid scramblase 1
Gene AliasMMTRA1B
Cytomap3q24
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

O15162


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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
5359PLSCR1CA_HPV_1HumanCervixCC1.12e-053.42e-010.0264
5359PLSCR1CA_HPV_2HumanCervixCC2.97e-073.55e-010.0391
5359PLSCR1HSIL_HPV_2HumanCervixHSIL_HPV2.24e-042.52e-010.0208
5359PLSCR1CCI_2HumanCervixCC1.67e-142.08e+000.5249
5359PLSCR1CCI_3HumanCervixCC5.22e-036.56e-010.516
5359PLSCR1TumorHumanCervixCC3.75e-377.32e-010.1241
5359PLSCR1sample3HumanCervixCC1.51e-488.09e-010.1387
5359PLSCR1H2HumanCervixHSIL_HPV9.92e-052.74e-010.0632
5359PLSCR1T3HumanCervixCC3.37e-468.09e-010.1389
5359PLSCR1HTA11_3410_2000001011HumanColorectumAD4.33e-11-5.09e-010.0155
5359PLSCR1HTA11_696_2000001011HumanColorectumAD1.30e-05-4.14e-01-0.1464
5359PLSCR1HTA11_866_2000001011HumanColorectumAD3.20e-02-3.08e-01-0.1001
5359PLSCR1HTA11_10711_2000001011HumanColorectumAD3.12e-03-4.89e-010.0338
5359PLSCR1HTA11_7696_3000711011HumanColorectumAD1.50e-05-3.64e-010.0674
5359PLSCR1HTA11_99999974143_84620HumanColorectumMSS5.30e-11-4.83e-010.3005
5359PLSCR1F007HumanColorectumFAP1.35e-06-5.09e-010.1176
5359PLSCR1A001-C-207HumanColorectumFAP3.54e-02-2.79e-010.1278
5359PLSCR1A015-C-203HumanColorectumFAP9.96e-21-3.69e-01-0.1294
5359PLSCR1A015-C-204HumanColorectumFAP7.17e-06-3.95e-01-0.0228
5359PLSCR1A014-C-040HumanColorectumFAP1.98e-03-5.14e-01-0.1184
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:190390010CervixCCregulation of viral life cycle33/2311148/187234.86e-044.76e-0333
GO:00508176CervixCCcoagulation45/2311222/187235.08e-044.94e-0345
GO:00075966CervixCCblood coagulation44/2311217/187235.78e-045.52e-0344
GO:00485256CervixCCnegative regulation of viral process23/231192/187236.39e-045.97e-0323
GO:00450882CervixCCregulation of innate immune response44/2311218/187236.40e-045.97e-0344
GO:0002768CervixCCimmune response-regulating cell surface receptor signaling pathway59/2311315/187236.64e-046.11e-0359
GO:00301682CervixCCplatelet activation28/2311123/187238.92e-047.71e-0328
GO:00075996CervixCChemostasis44/2311222/187239.47e-047.95e-0344
GO:001003810CervixCCresponse to metal ion67/2311373/187239.67e-048.10e-0367
GO:00507642CervixCCregulation of phagocytosis23/231195/187231.03e-038.57e-0323
GO:00354563CervixCCresponse to interferon-beta11/231132/187231.07e-038.86e-0311
GO:00028331CervixCCpositive regulation of response to biotic stimulus35/2311168/187231.23e-039.87e-0335
GO:00450698CervixCCregulation of viral genome replication21/231185/187231.27e-031.01e-0221
GO:00450714CervixCCnegative regulation of viral genome replication15/231156/187232.60e-031.80e-0215
GO:0060368CervixCCregulation of Fc receptor mediated stimulatory signaling pathway5/231110/187234.20e-032.58e-025
GO:00022743CervixCCmyeloid leukocyte activation41/2311223/187235.66e-033.25e-0241
GO:0006909CervixCCphagocytosis53/2311308/187237.49e-034.01e-0253
GO:00070092CervixCCplasma membrane organization28/2311142/187237.85e-034.14e-0228
GO:0045089CervixCCpositive regulation of innate immune response26/2311131/187239.33e-034.66e-0226
GO:00516072CervixCCdefense response to virus46/2311265/187231.04e-024.97e-0246
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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
PLSCR1SNVMissense_Mutationnovelc.19C>Ap.Gln7Lysp.Q7KO15162protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.522)TCGA-LL-A50Y-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexCR
PLSCR1insertionFrame_Shift_Insnovelc.597_598insTGGAAACTAGGATTTCCACp.Gly200TrpfsTer29p.G200Wfs*29O15162protein_codingTCGA-BH-A0DP-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PLSCR1SNVMissense_Mutationnovelc.506G>Ap.Gly169Aspp.G169DO15162protein_codingtolerated(0.29)probably_damaging(0.968)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLSCR1SNVMissense_Mutationnovelc.820N>Tp.Ala274Serp.A274SO15162protein_codingtolerated(0.12)benign(0.276)TCGA-JW-A69B-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PLSCR1SNVMissense_Mutationrs377240309c.837C>Gp.Ile279Metp.I279MO15162protein_codingdeleterious(0.01)possibly_damaging(0.714)TCGA-VS-A953-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PLSCR1SNVMissense_Mutationc.761N>Ap.Cys254Tyrp.C254YO15162protein_codingtolerated(0.41)benign(0)TCGA-A6-2682-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5PD
PLSCR1SNVMissense_Mutationrs769076735c.452N>Ap.Arg151Glnp.R151QO15162protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PLSCR1SNVMissense_Mutationnovelc.652N>Gp.Thr218Alap.T218AO15162protein_codingtolerated(0.08)benign(0.381)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PLSCR1SNVMissense_Mutationnovelc.850N>Tp.Asp284Tyrp.D284YO15162protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PLSCR1SNVMissense_Mutationnovelc.392N>Gp.Ile131Serp.I131SO15162protein_codingdeleterious(0)probably_damaging(0.988)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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