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: MANF

Gene summary for MANF

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MANF

Gene ID

7873

Gene namemesencephalic astrocyte derived neurotrophic factor
Gene AliasARMET
Cytomap3p21.2
Gene Typeprotein-coding
GO ID

GO:0006950

UniProtAcc

A8K878


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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
7873MANFGSM4909281HumanBreastIDC6.59e-307.53e-010.21
7873MANFGSM4909293HumanBreastIDC9.98e-03-1.88e-010.1581
7873MANFGSM4909294HumanBreastIDC2.02e-02-2.44e-010.2022
7873MANFGSM4909296HumanBreastIDC8.44e-07-9.67e-020.1524
7873MANFGSM4909297HumanBreastIDC1.09e-06-6.39e-020.1517
7873MANFGSM4909311HumanBreastIDC1.00e-18-2.67e-010.1534
7873MANFGSM4909312HumanBreastIDC1.41e-06-9.44e-020.1552
7873MANFGSM4909315HumanBreastIDC1.56e-02-2.30e-010.21
7873MANFGSM4909319HumanBreastIDC1.38e-25-1.37e-010.1563
7873MANFGSM4909320HumanBreastIDC6.45e-032.65e-020.1575
7873MANFGSM4909321HumanBreastIDC3.20e-081.94e-020.1559
7873MANFbrca1HumanBreastPrecancer3.42e-044.35e-01-0.0338
7873MANFbrca2HumanBreastPrecancer9.60e-063.62e-01-0.024
7873MANFbrca3HumanBreastPrecancer1.20e-022.94e-01-0.0263
7873MANFNCCBC14HumanBreastDCIS1.86e-10-1.94e-010.2021
7873MANFNCCBC5HumanBreastDCIS1.83e-05-1.95e-010.2046
7873MANFP1HumanBreastIDC1.17e-07-3.15e-010.1527
7873MANFDCIS2HumanBreastDCIS8.43e-491.90e-010.0085
7873MANFCA_HPV_1HumanCervixCC6.81e-03-1.37e-010.0264
7873MANFCCI_1HumanCervixCC8.24e-06-5.45e-010.528
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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: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:19058979BreastPrecancerregulation of response to endoplasmic reticulum stress16/108082/187231.53e-053.75e-0416
GO:000698614BreastIDCresponse to unfolded protein30/1434137/187231.24e-077.03e-0630
GO:003596614BreastIDCresponse to topologically incorrect protein32/1434159/187233.71e-071.85e-0532
GO:003497614BreastIDCresponse to endoplasmic reticulum stress43/1434256/187238.42e-073.82e-0543
GO:190589714BreastIDCregulation of response to endoplasmic reticulum stress19/143482/187231.04e-052.87e-0419
GO:000698622BreastDCISresponse to unfolded protein30/1390137/187236.24e-083.72e-0630
GO:003596622BreastDCISresponse to topologically incorrect protein32/1390159/187231.84e-079.15e-0632
GO:003497622BreastDCISresponse to endoplasmic reticulum stress43/1390256/187233.65e-071.71e-0543
GO:190589722BreastDCISregulation of response to endoplasmic reticulum stress19/139082/187236.65e-061.86e-0419
GO:190589710CervixCCregulation of response to endoplasmic reticulum stress27/231182/187239.24e-073.25e-0527
GO:003497610CervixCCresponse to endoplasmic reticulum stress57/2311256/187235.81e-061.42e-0457
GO:000698610CervixCCresponse to unfolded protein36/2311137/187236.83e-061.63e-0436
GO:003596610CervixCCresponse to topologically incorrect protein39/2311159/187231.68e-053.22e-0439
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0035966ColorectumADresponse to topologically incorrect protein54/3918159/187238.85e-051.36e-0354
GO:1905897ColorectumADregulation of response to endoplasmic reticulum stress32/391882/187231.37e-041.95e-0332
GO:0006986ColorectumADresponse to unfolded protein45/3918137/187237.43e-047.48e-0345
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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
MANFSNVMissense_Mutationc.184G>Cp.Glu62Glnp.E62Qprotein_codingtolerated(0.06)possibly_damaging(0.849)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
MANFSNVMissense_Mutationc.365N>Cp.Leu122Prop.L122Pprotein_codingdeleterious(0)probably_damaging(1)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MANFdeletionFrame_Shift_Delc.454delGp.Glu152ArgfsTer16p.E152Rfs*16protein_codingTCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MANFSNVMissense_Mutationnovelc.416N>Ap.Arg139Glnp.R139Qprotein_codingdeleterious(0)benign(0.003)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MANFSNVMissense_Mutationnovelc.520N>Cp.Tyr174Hisp.Y174Hprotein_codingtolerated(0.23)probably_damaging(0.998)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MANFSNVMissense_Mutationnovelc.552N>Gp.Asp184Glup.D184Eprotein_codingtolerated(0.79)benign(0.005)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MANFinsertionFrame_Shift_Insnovelc.523_524insCp.Lys177GlnfsTer35p.K177Qfs*35protein_codingTCGA-DF-A2KY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
MANFSNVMissense_Mutationc.541N>Ap.Ala181Thrp.A181Tprotein_codingtolerated(0.18)benign(0.067)TCGA-G3-A3CK-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
MANFSNVMissense_Mutationnovelc.551N>Cp.Asp184Alap.D184Aprotein_codingdeleterious(0.01)benign(0.207)TCGA-37-4132-01Lunglung squamous cell carcinomaFemale<65III/IVUnknownUnknownSD
MANFSNVMissense_Mutationnovelc.274N>Gp.Ile92Valp.I92Vprotein_codingtolerated(0.14)benign(0.005)TCGA-68-7755-01Lunglung squamous cell carcinomaFemale<65I/IIUnspecificSD
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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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