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: PMF1

Gene summary for PMF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PMF1

Gene ID

11243

Gene namepolyamine modulated factor 1
Gene AliasPMF1
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6P1K2


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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
11243PMF1P80T-EHumanEsophagusESCC1.24e-056.06e-020.155
11243PMF1P83T-EHumanEsophagusESCC1.61e-065.74e-020.1738
11243PMF1P89T-EHumanEsophagusESCC4.30e-042.22e-010.1752
11243PMF1P107T-EHumanEsophagusESCC1.85e-131.20e-010.171
11243PMF1P127T-EHumanEsophagusESCC7.55e-04-5.38e-020.0826
11243PMF1P128T-EHumanEsophagusESCC1.10e-061.54e-010.1241
11243PMF1P130T-EHumanEsophagusESCC1.86e-201.18e-010.1676
11243PMF1C04HumanOral cavityOSCC3.32e-351.71e+000.2633
11243PMF1C21HumanOral cavityOSCC2.68e-551.80e+000.2678
11243PMF1C30HumanOral cavityOSCC1.41e-452.31e+000.3055
11243PMF1C38HumanOral cavityOSCC2.77e-071.28e+000.172
11243PMF1C43HumanOral cavityOSCC6.89e-681.17e+000.1704
11243PMF1C46HumanOral cavityOSCC9.22e-391.19e+000.1673
11243PMF1C51HumanOral cavityOSCC3.88e-121.04e+000.2674
11243PMF1C57HumanOral cavityOSCC3.63e-117.92e-010.1679
11243PMF1C06HumanOral cavityOSCC2.21e-081.62e+000.2699
11243PMF1C07HumanOral cavityOSCC8.80e-041.31e+000.2491
11243PMF1C08HumanOral cavityOSCC7.99e-501.09e+000.1919
11243PMF1C09HumanOral cavityOSCC2.84e-084.08e-010.1431
11243PMF1LN22HumanOral cavityOSCC3.48e-111.44e+000.1733
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:00070591Oral cavityLPchromosome segregation117/4623346/187237.61e-059.91e-04117
GO:000705912SkincSCCchromosome segregation161/4864346/187238.34e-178.57e-15161
GO:00070595ThyroidPTCchromosome segregation146/5968346/187232.99e-052.87e-04146
GO:000705913ThyroidATCchromosome segregation183/6293346/187238.03e-144.23e-12183
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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
PMF1insertionFrame_Shift_Insnovelc.623_624insCTGCTCCACTATCGCCACTCp.Ter208CysfsTer36p.*208Cfs*36Q6P1K2protein_codingTCGA-A2-A0EO-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PMF1SNVMissense_Mutationnovelc.250N>Cp.Cys84Argp.C84RQ6P1K2protein_codingdeleterious(0.01)benign(0)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PMF1SNVMissense_Mutationc.418N>Tp.Ala140Serp.A140SQ6P1K2protein_codingdeleterious(0.01)benign(0.382)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PMF1SNVMissense_Mutationnovelc.464N>Gp.Gln155Argp.Q155RQ6P1K2protein_codingtolerated(0.59)benign(0.006)TCGA-A5-A2K2-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapytaxolSD
PMF1SNVMissense_Mutationrs548726372c.514C>Tp.Arg172Trpp.R172WQ6P1K2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PMF1SNVMissense_Mutationrs768500887c.455N>Ap.Arg152Hisp.R152HQ6P1K2protein_codingtolerated(0.23)benign(0.014)TCGA-EO-A22R-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PMF1SNVMissense_Mutationrs771971437c.376N>Tp.Arg126Cysp.R126CQ6P1K2protein_codingdeleterious(0)probably_damaging(0.994)TCGA-18-5592-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
PMF1SNVMissense_Mutationrs763130134c.397N>Gp.Lys133Glup.K133EQ6P1K2protein_codingtolerated(0.9)benign(0.009)TCGA-J9-A52C-01Prostateprostate adenocarcinomaMale<659UnknownUnknownSD
PMF1SNVMissense_Mutationc.418G>Tp.Ala140Serp.A140SQ6P1K2protein_codingdeleterious(0.01)benign(0.382)TCGA-XK-AAIW-01Prostateprostate adenocarcinomaMale>=659UnknownUnknownPD
PMF1SNVMissense_Mutationnovelc.491N>Gp.Leu164Argp.L164RQ6P1K2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BR-7851-01Stomachstomach 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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