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: SRP9

Gene summary for SRP9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SRP9

Gene ID

6726

Gene namesignal recognition particle 9
Gene AliasALURBP
Cytomap1q42.12
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

A0A024R3P3


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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
6726SRP9GSM4909281HumanBreastIDC9.28e-154.69e-010.21
6726SRP9GSM4909285HumanBreastIDC2.61e-033.76e-010.21
6726SRP9GSM4909286HumanBreastIDC1.38e-042.32e-010.1081
6726SRP9GSM4909287HumanBreastIDC3.65e-021.60e-010.2057
6726SRP9GSM4909288HumanBreastIDC3.61e-051.01e-010.0988
6726SRP9GSM4909289HumanBreastIDC1.95e-116.58e-010.1064
6726SRP9GSM4909290HumanBreastIDC3.35e-185.71e-010.2096
6726SRP9GSM4909293HumanBreastIDC1.88e-185.36e-010.1581
6726SRP9GSM4909294HumanBreastIDC2.66e-214.31e-010.2022
6726SRP9GSM4909296HumanBreastIDC2.11e-19-4.44e-010.1524
6726SRP9GSM4909297HumanBreastIDC1.11e-225.12e-030.1517
6726SRP9GSM4909298HumanBreastIDC4.08e-266.04e-010.1551
6726SRP9GSM4909301HumanBreastIDC4.20e-10-4.06e-010.1577
6726SRP9GSM4909305HumanBreastIDC2.74e-023.01e-010.0436
6726SRP9GSM4909306HumanBreastIDC5.57e-306.05e-010.1564
6726SRP9GSM4909307HumanBreastIDC3.78e-134.21e-010.1569
6726SRP9GSM4909308HumanBreastIDC2.69e-728.86e-010.158
6726SRP9GSM4909311HumanBreastIDC2.36e-43-4.89e-010.1534
6726SRP9GSM4909312HumanBreastIDC8.01e-232.68e-010.1552
6726SRP9GSM4909313HumanBreastIDC1.20e-051.47e-010.0391
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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
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:00064179BreastPrecancerregulation of translation67/1080468/187234.71e-127.64e-1067
GO:00709725BreastPrecancerprotein localization to endoplasmic reticulum15/108074/187231.74e-054.17e-0415
GO:00066059BreastPrecancerprotein targeting33/1080314/187236.50e-047.99e-0333
GO:00725948BreastPrecancerestablishment of protein localization to organelle41/1080422/187237.75e-049.20e-0341
GO:00064147BreastPrecancertranslational elongation10/108055/187231.06e-031.18e-0210
GO:000641714BreastIDCregulation of translation74/1434468/187231.67e-091.53e-0774
GO:007097213BreastIDCprotein localization to endoplasmic reticulum18/143474/187238.58e-062.47e-0418
GO:000660514BreastIDCprotein targeting43/1434314/187231.44e-042.53e-0343
GO:007259413BreastIDCestablishment of protein localization to organelle51/1434422/187237.94e-049.55e-0351
GO:000641724BreastDCISregulation of translation72/1390468/187232.46e-092.17e-0772
GO:007097222BreastDCISprotein localization to endoplasmic reticulum18/139074/187235.57e-061.60e-0418
GO:000660523BreastDCISprotein targeting43/1390314/187237.17e-051.41e-0343
GO:007259423BreastDCISestablishment of protein localization to organelle51/1390422/187233.91e-045.40e-0351
GO:000641413BreastDCIStranslational elongation10/139055/187236.66e-034.62e-0210
GO:0072594ColorectumADestablishment of protein localization to organelle148/3918422/187237.95e-121.04e-09148
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0006414ColorectumADtranslational elongation21/391855/187232.53e-031.93e-0221
GO:0070972ColorectumADprotein localization to endoplasmic reticulum26/391874/187233.28e-032.40e-0226
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030602ColorectumMSSProtein export15/187523/84651.13e-051.26e-047.71e-0515
hsa030603ColorectumMSSProtein export15/187523/84651.13e-051.26e-047.71e-0515
hsa0306023EndometriumEECProtein export11/123723/84651.54e-041.41e-031.05e-0311
hsa0306033EndometriumEECProtein export11/123723/84651.54e-041.41e-031.05e-0311
hsa0306026EsophagusESCCProtein export22/420523/84652.43e-061.43e-057.32e-0622
hsa0306036EsophagusESCCProtein export22/420523/84652.43e-061.43e-057.32e-0622
hsa030608LiverCirrhoticProtein export20/253023/84652.00e-083.51e-072.17e-0720
hsa0306011LiverCirrhoticProtein export20/253023/84652.00e-083.51e-072.17e-0720
hsa0306021LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
hsa0306031LiverHCCProtein export21/402023/84651.20e-058.53e-054.74e-0521
hsa0306018Oral cavityOSCCProtein export21/370423/84652.42e-061.27e-056.45e-0621
hsa0306019Oral cavityOSCCProtein export21/370423/84652.42e-061.27e-056.45e-0621
hsa0306025Oral cavityLPProtein export21/241823/84654.72e-108.28e-095.34e-0921
hsa0306035Oral cavityLPProtein export21/241823/84654.72e-108.28e-095.34e-0921
hsa0306016ProstateBPHProtein export18/171823/84653.72e-095.11e-083.16e-0818
hsa0306017ProstateBPHProtein export18/171823/84653.72e-095.11e-083.16e-0818
hsa0306024ProstateTumorProtein export18/179123/84657.50e-091.03e-076.42e-0818
hsa0306034ProstateTumorProtein export18/179123/84657.50e-091.03e-076.42e-0818
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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
SRP9SNVMissense_Mutationnovelc.166N>Ap.Ala56Thrp.A56TP49458protein_codingtolerated(0.12)possibly_damaging(0.573)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SRP9SNVMissense_Mutationnovelc.133N>Tp.Asp45Tyrp.D45YP49458protein_codingdeleterious(0)probably_damaging(0.983)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SRP9SNVMissense_Mutationc.181A>Gp.Lys61Glup.K61EP49458protein_codingdeleterious(0)probably_damaging(0.953)TCGA-95-7947-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
SRP9SNVMissense_Mutationc.77G>Ap.Arg26Hisp.R26HP49458protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-BR-A4QL-01Stomachstomach adenocarcinomaFemale>=65III/IVChemotherapyxelodaCR
SRP9SNVMissense_Mutationnovelc.220N>Ap.Val74Ilep.V74IP49458protein_codingtolerated(0.08)benign(0.077)TCGA-VQ-AA6D-01Stomachstomach adenocarcinomaFemale<65III/IVChemotherapyfluorouracilCR
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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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