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: SERP1

Gene summary for SERP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SERP1

Gene ID

27230

Gene namestress associated endoplasmic reticulum protein 1
Gene AliasRAMP4
Cytomap3q25.1
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q9Y6X1


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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
27230SERP1GSM4909281HumanBreastIDC3.49e-042.62e-010.21
27230SERP1GSM4909285HumanBreastIDC5.11e-214.36e-010.21
27230SERP1GSM4909286HumanBreastIDC4.51e-15-3.11e-010.1081
27230SERP1GSM4909287HumanBreastIDC1.17e-081.53e-010.2057
27230SERP1GSM4909288HumanBreastIDC4.54e-034.86e-030.0988
27230SERP1GSM4909290HumanBreastIDC5.16e-052.61e-010.2096
27230SERP1GSM4909293HumanBreastIDC6.85e-042.32e-010.1581
27230SERP1GSM4909294HumanBreastIDC9.66e-112.60e-020.2022
27230SERP1GSM4909296HumanBreastIDC1.56e-10-1.48e-010.1524
27230SERP1GSM4909297HumanBreastIDC8.28e-26-4.94e-010.1517
27230SERP1GSM4909298HumanBreastIDC1.68e-06-2.35e-010.1551
27230SERP1GSM4909301HumanBreastIDC4.11e-142.70e-010.1577
27230SERP1GSM4909304HumanBreastIDC2.08e-052.24e-010.1636
27230SERP1GSM4909308HumanBreastIDC8.64e-052.63e-010.158
27230SERP1GSM4909309HumanBreastIDC3.73e-04-2.85e-010.0483
27230SERP1GSM4909311HumanBreastIDC7.39e-54-5.82e-010.1534
27230SERP1GSM4909312HumanBreastIDC1.95e-13-1.30e-010.1552
27230SERP1GSM4909313HumanBreastIDC1.52e-10-4.29e-020.0391
27230SERP1GSM4909315HumanBreastIDC3.98e-264.12e-010.21
27230SERP1GSM4909316HumanBreastIDC8.28e-193.57e-010.21
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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
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
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:00457279BreastPrecancerpositive regulation of translation32/1080136/187235.89e-129.27e-1032
GO:00342509BreastPrecancerpositive regulation of cellular amide metabolic process33/1080162/187231.72e-101.77e-0833
GO:00069869BreastPrecancerresponse to unfolded protein28/1080137/187233.81e-093.00e-0728
GO:00359669BreastPrecancerresponse to topologically incorrect protein29/1080159/187233.00e-081.89e-0629
GO:00349769BreastPrecancerresponse to endoplasmic reticulum stress38/1080256/187237.89e-084.60e-0638
GO:00346209BreastPrecancercellular response to unfolded protein21/108096/187239.80e-085.46e-0621
GO:00359679BreastPrecancercellular response to topologically incorrect protein22/1080116/187236.84e-072.80e-0522
GO:00075688BreastPrecanceraging41/1080339/187235.95e-061.71e-0441
GO:00309687BreastPrecancerendoplasmic reticulum unfolded protein response15/108074/187231.74e-054.17e-0415
GO:19049519BreastPrecancerpositive regulation of establishment of protein localization36/1080319/187239.30e-051.75e-0336
GO:00060066BreastPrecancerglucose metabolic process23/1080196/187239.54e-041.07e-0223
GO:00512229BreastPrecancerpositive regulation of protein transport31/1080303/187231.44e-031.50e-0231
GO:00507086BreastPrecancerregulation of protein secretion28/1080268/187231.76e-031.74e-0228
GO:00059966BreastPrecancermonosaccharide metabolic process27/1080257/187231.94e-031.88e-0227
GO:00193186BreastPrecancerhexose metabolic process25/1080237/187232.64e-032.36e-0225
GO:00158336BreastPrecancerpeptide transport27/1080264/187232.84e-032.49e-0227
GO:00900875BreastPrecancerregulation of peptide transport22/1080202/187233.14e-032.65e-0222
GO:00300736BreastPrecancerinsulin secretion21/1080195/187234.38e-033.42e-0221
GO:00716926BreastPrecancerprotein localization to extracellular region34/1080368/187234.65e-033.58e-0234
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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
SERP1SNVMissense_Mutationc.194N>Tp.Gly65Valp.G65VQ9Y6X1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SERP1SNVMissense_Mutationc.86G>Tp.Arg29Ilep.R29IQ9Y6X1protein_codingdeleterious(0.03)benign(0.017)TCGA-D1-A16X-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SERP1SNVMissense_Mutationnovelc.130N>Ap.Ala44Thrp.A44TQ9Y6X1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SERP1SNVMissense_Mutationnovelc.50N>Gp.Asn17Serp.N17SQ9Y6X1protein_codingdeleterious(0.03)possibly_damaging(0.484)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
SERP1SNVMissense_Mutationnovelc.143N>Cp.Phe48Serp.F48SQ9Y6X1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EY-A1GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SERP1SNVMissense_Mutationnovelc.163N>Gp.Ile55Valp.I55VQ9Y6X1protein_codingtolerated(0.54)benign(0.011)TCGA-DD-AAE7-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
SERP1SNVMissense_Mutationc.39G>Tp.Lys13Asnp.K13NQ9Y6X1protein_codingdeleterious(0.01)probably_damaging(0.911)TCGA-85-6560-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycisplatinSD
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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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