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: SPPL3

Gene summary for SPPL3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SPPL3

Gene ID

121665

Gene namesignal peptide peptidase like 3
Gene AliasIMP2
Cytomap12q24.31
Gene Typeprotein-coding
GO ID

GO:0002253

UniProtAcc

Q8TCT6


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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
121665SPPL3CCI_1HumanCervixCC1.94e-099.92e-010.528
121665SPPL3CCI_2HumanCervixCC1.31e-101.16e+000.5249
121665SPPL3CCI_3HumanCervixCC2.97e-141.02e+000.516
121665SPPL3sample3HumanCervixCC4.47e-061.85e-010.1387
121665SPPL3T3HumanCervixCC1.28e-021.56e-010.1389
121665SPPL3HTA11_3410_2000001011HumanColorectumAD1.10e-11-4.89e-010.0155
121665SPPL3HTA11_3361_2000001011HumanColorectumAD2.27e-03-4.12e-01-0.1207
121665SPPL3HTA11_10711_2000001011HumanColorectumAD2.51e-04-2.87e-010.0338
121665SPPL3HTA11_7696_3000711011HumanColorectumAD2.44e-03-2.87e-010.0674
121665SPPL3HTA11_99999974143_84620HumanColorectumMSS1.09e-21-5.53e-010.3005
121665SPPL3A001-C-207HumanColorectumFAP2.55e-02-2.39e-010.1278
121665SPPL3A015-C-203HumanColorectumFAP1.21e-32-6.28e-01-0.1294
121665SPPL3A015-C-204HumanColorectumFAP3.66e-04-2.84e-01-0.0228
121665SPPL3A014-C-040HumanColorectumFAP4.71e-08-6.78e-01-0.1184
121665SPPL3A002-C-201HumanColorectumFAP5.55e-18-5.97e-010.0324
121665SPPL3A001-C-119HumanColorectumFAP3.67e-10-6.13e-01-0.1557
121665SPPL3A001-C-108HumanColorectumFAP2.21e-21-4.95e-01-0.0272
121665SPPL3A002-C-021HumanColorectumFAP2.29e-02-5.28e-020.1171
121665SPPL3A002-C-205HumanColorectumFAP6.53e-31-7.28e-01-0.1236
121665SPPL3A001-C-104HumanColorectumFAP7.12e-11-4.96e-010.0184
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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
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:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:005109910CervixCCpositive regulation of binding42/2311173/187231.07e-052.33e-0442
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00064657CervixCCsignal peptide processing8/231114/187238.01e-051.09e-038
GO:00022533CervixCCactivation of immune response72/2311375/187238.26e-051.11e-0372
GO:003530310CervixCCregulation of dephosphorylation31/2311128/187231.52e-041.83e-0331
GO:003530410CervixCCregulation of protein dephosphorylation24/231190/187231.73e-042.04e-0324
GO:00433939CervixCCregulation of protein binding42/2311196/187232.27e-042.55e-0342
GO:00516048CervixCCprotein maturation56/2311294/187235.90e-045.59e-0356
GO:0002768CervixCCimmune response-regulating cell surface receptor signaling pathway59/2311315/187236.64e-046.11e-0359
GO:00163117CervixCCdephosphorylation73/2311417/187231.23e-039.87e-0373
GO:00320927CervixCCpositive regulation of protein binding21/231185/187231.27e-031.01e-0221
GO:00508524CervixCCT cell receptor signaling pathway27/2311123/187231.93e-031.42e-0227
GO:0051098ColorectumADregulation of binding126/3918363/187236.01e-104.88e-08126
GO:0051099ColorectumADpositive regulation of binding66/3918173/187231.47e-076.64e-0666
GO:0043393ColorectumADregulation of protein binding68/3918196/187235.17e-061.34e-0468
GO:0016311ColorectumADdephosphorylation123/3918417/187231.84e-053.82e-04123
GO:0006470ColorectumADprotein dephosphorylation88/3918281/187232.56e-054.89e-0488
GO:0035303ColorectumADregulation of dephosphorylation46/3918128/187236.20e-051.04e-0346
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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
SPPL3SNVMissense_Mutationc.1094G>Ap.Arg365Glnp.R365QQ8TCT6protein_codingtolerated(0.1)possibly_damaging(0.726)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPPL3SNVMissense_Mutationrs748637155c.545G>Cp.Arg182Prop.R182PQ8TCT6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AR-A0TQ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
SPPL3SNVMissense_Mutationc.101N>Tp.Arg34Metp.R34MQ8TCT6protein_codingdeleterious(0)benign(0.293)TCGA-BH-A0C0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
SPPL3SNVMissense_Mutationc.92N>Ap.Gly31Aspp.G31DQ8TCT6protein_codingdeleterious(0)benign(0.039)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SPPL3SNVMissense_Mutationc.248N>Gp.Ser83Cysp.S83CQ8TCT6protein_codingdeleterious(0)probably_damaging(0.989)TCGA-E9-A1ND-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyaromasinSD
SPPL3SNVMissense_Mutationnovelc.816C>Gp.Ile272Metp.I272MQ8TCT6protein_codingtolerated(0.55)probably_damaging(0.943)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
SPPL3insertionIn_Frame_Insnovelc.45_46insTCTATTCTGp.Ser16_Gln17insIleLeuSerp.S16_Q17insILSQ8TCT6protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
SPPL3SNVMissense_Mutationc.101N>Ap.Arg34Lysp.R34KQ8TCT6protein_codingdeleterious(0.01)benign(0.192)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SPPL3SNVMissense_Mutationnovelc.545N>Ap.Arg182Hisp.R182HQ8TCT6protein_codingdeleterious(0)probably_damaging(0.995)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SPPL3SNVMissense_Mutationc.985N>Ap.Ala329Thrp.A329TQ8TCT6protein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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