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: LUC7L3

Gene summary for LUC7L3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LUC7L3

Gene ID

51747

Gene nameLUC7 like 3 pre-mRNA splicing factor
Gene AliasCRA
Cytomap17q21.33
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

J3KPP4


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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
51747LUC7L3GSM5252136_BPH556PrGA1_FcolHumanProstateBPH2.24e-157.83e-01-0.23
51747LUC7L3GSM5252137_BPH556PrGA2_FcolHumanProstateBPH2.12e-241.08e+00-0.23
51747LUC7L3047563_1562-all-cellsHumanProstateBPH4.16e-182.81e-030.0791
51747LUC7L3048752_1579-all-cellsHumanProstateBPH9.12e-062.96e-010.1008
51747LUC7L3052095_1628-all-cellsHumanProstateBPH1.13e-033.34e-010.1032
51747LUC7L3052097_1595-all-cellsHumanProstateBPH3.18e-023.06e-010.0972
51747LUC7L3052099_1652-all-cellsHumanProstateBPH8.83e-043.55e-010.1038
51747LUC7L3Dong_P1HumanProstateTumor4.13e-29-2.55e-020.035
51747LUC7L3Dong_P3HumanProstateTumor3.95e-122.50e-010.0278
51747LUC7L3Dong_P4HumanProstateTumor1.04e-062.38e-010.0292
51747LUC7L3Dong_P5HumanProstateTumor1.48e-241.30e-010.053
51747LUC7L3P7HumanProstateTumor4.20e-099.07e-01-0.1025
51747LUC7L3P10HumanProstateTumor6.99e-044.29e-01-0.0902
51747LUC7L3GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor1.16e-033.16e-010.1608
51747LUC7L3GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor7.67e-054.62e-010.1604
51747LUC7L3GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor2.69e-076.07e-010.1621
51747LUC7L3GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor1.74e-04-7.75e-020.1602
51747LUC7L3GSM5353232_PA_PR5249_T1_S3_L001HumanProstateTumor9.59e-102.23e-010.1439
51747LUC7L3GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor9.03e-038.52e-020.1608
51747LUC7L3GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor4.20e-03-1.32e-020.1575
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00226139BreastPrecancerribonucleoprotein complex biogenesis79/1080463/187232.11e-181.03e-1579
GO:00718269BreastPrecancerribonucleoprotein complex subunit organization48/1080227/187232.68e-158.45e-1348
GO:00226189BreastPrecancerribonucleoprotein complex assembly47/1080220/187233.47e-151.03e-1247
GO:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00003759BreastPrecancerRNA splicing, via transesterification reactions52/1080324/187231.74e-112.22e-0952
GO:00003779BreastPrecancerRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1080320/187233.55e-114.04e-0951
GO:00003989BreastPrecancermRNA splicing, via spliceosome51/1080320/187233.55e-114.04e-0951
GO:002261314BreastIDCribonucleoprotein complex biogenesis83/1434463/187232.01e-135.20e-1183
GO:007182614BreastIDCribonucleoprotein complex subunit organization52/1434227/187235.18e-131.21e-1052
GO:002261814BreastIDCribonucleoprotein complex assembly51/1434220/187235.32e-131.21e-1051
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
GO:000037514BreastIDCRNA splicing, via transesterification reactions58/1434324/187239.44e-109.58e-0858
GO:000037714BreastIDCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1434320/187231.60e-091.49e-0757
GO:000039814BreastIDCmRNA splicing, via spliceosome57/1434320/187231.60e-091.49e-0757
GO:002261324BreastDCISribonucleoprotein complex biogenesis83/1390463/187233.65e-141.09e-1183
GO:007182624BreastDCISribonucleoprotein complex subunit organization52/1390227/187231.54e-133.95e-1152
GO:002261824BreastDCISribonucleoprotein complex assembly51/1390220/187231.60e-133.95e-1151
GO:000838024BreastDCISRNA splicing73/1390434/187233.05e-115.08e-0973
GO:000037524BreastDCISRNA splicing, via transesterification reactions58/1390324/187232.89e-103.34e-0858
GO:000037724BreastDCISRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1390320/187235.01e-105.35e-0857
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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
LUC7L3SNVMissense_Mutationc.685N>Cp.Glu229Glnp.E229Qprotein_codingtolerated(0.06)benign(0.293)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LUC7L3SNVMissense_Mutationnovelc.1178N>Tp.Ser393Phep.S393Fprotein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LUC7L3SNVMissense_Mutationc.620G>Ap.Arg207Glnp.R207Qprotein_codingdeleterious(0.04)probably_damaging(0.979)TCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
LUC7L3deletionFrame_Shift_Delc.228delCp.Phe76LeufsTer2p.F76Lfs*2protein_codingTCGA-E9-A248-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
LUC7L3SNVMissense_Mutationnovelc.1361N>Ap.Ser454Asnp.S454Nprotein_codingtolerated_low_confidence(0.18)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LUC7L3SNVMissense_Mutationc.607G>Ap.Asp203Asnp.D203Nprotein_codingdeleterious(0)benign(0.019)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LUC7L3SNVMissense_Mutationc.781N>Tp.Arg261Trpp.R261Wprotein_codingdeleterious(0)possibly_damaging(0.645)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
LUC7L3SNVMissense_Mutationc.781C>Tp.Arg261Trpp.R261Wprotein_codingdeleterious(0)possibly_damaging(0.645)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
LUC7L3SNVMissense_Mutationnovelc.107N>Cp.Lys36Thrp.K36Tprotein_codingtolerated(0.31)possibly_damaging(0.482)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
LUC7L3SNVMissense_Mutationc.530N>Tp.Ser177Leup.S177Lprotein_codingtolerated(0.13)probably_damaging(0.979)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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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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