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: PFDN1

Gene summary for PFDN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PFDN1

Gene ID

5201

Gene nameprefoldin subunit 1
Gene AliasPDF
Cytomap5q31.3
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

O60925


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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
5201PFDN1LZE2THumanEsophagusESCC1.93e-064.94e-010.082
5201PFDN1LZE4THumanEsophagusESCC2.22e-122.83e-010.0811
5201PFDN1LZE5THumanEsophagusESCC9.54e-035.79e-010.0514
5201PFDN1LZE7THumanEsophagusESCC6.75e-105.28e-010.0667
5201PFDN1LZE8THumanEsophagusESCC9.24e-071.89e-010.067
5201PFDN1LZE22THumanEsophagusESCC7.88e-096.20e-010.068
5201PFDN1LZE24THumanEsophagusESCC1.66e-215.41e-010.0596
5201PFDN1LZE21THumanEsophagusESCC3.69e-022.71e-010.0655
5201PFDN1LZE6THumanEsophagusESCC7.33e-145.50e-010.0845
5201PFDN1P1T-EHumanEsophagusESCC8.02e-094.70e-010.0875
5201PFDN1P2T-EHumanEsophagusESCC2.83e-345.37e-010.1177
5201PFDN1P4T-EHumanEsophagusESCC7.14e-265.38e-010.1323
5201PFDN1P5T-EHumanEsophagusESCC2.19e-335.99e-010.1327
5201PFDN1P8T-EHumanEsophagusESCC1.09e-295.68e-010.0889
5201PFDN1P9T-EHumanEsophagusESCC1.27e-194.74e-010.1131
5201PFDN1P10T-EHumanEsophagusESCC1.50e-324.73e-010.116
5201PFDN1P11T-EHumanEsophagusESCC3.74e-269.97e-010.1426
5201PFDN1P12T-EHumanEsophagusESCC1.16e-469.38e-010.1122
5201PFDN1P15T-EHumanEsophagusESCC1.78e-286.17e-010.1149
5201PFDN1P16T-EHumanEsophagusESCC9.82e-243.44e-010.1153
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:1902903111EsophagusESCCregulation of supramolecular fiber organization237/8552383/187239.06e-112.75e-09237
GO:190590616EsophagusESCCregulation of amyloid fibril formation13/855216/187234.05e-031.62e-0213
GO:190590716EsophagusESCCnegative regulation of amyloid fibril formation11/855213/187234.76e-031.85e-0211
GO:00064577LiverCirrhoticprotein folding114/4634212/187239.23e-202.31e-17114
GO:190290312LiverCirrhoticregulation of supramolecular fiber organization148/4634383/187238.85e-104.08e-08148
GO:19900003LiverCirrhoticamyloid fibril formation19/463434/187231.01e-041.05e-0319
GO:1905907LiverCirrhoticnegative regulation of amyloid fibril formation10/463413/187231.14e-041.14e-0310
GO:19029046LiverCirrhoticnegative regulation of supramolecular fiber organization63/4634167/187231.29e-041.26e-0363
GO:1905906LiverCirrhoticregulation of amyloid fibril formation11/463416/187232.58e-042.30e-0311
GO:000645712LiverHCCprotein folding160/7958212/187231.07e-221.88e-20160
GO:190290322LiverHCCregulation of supramolecular fiber organization224/7958383/187231.54e-105.33e-09224
GO:199000011LiverHCCamyloid fibril formation24/795834/187238.62e-045.13e-0324
GO:190290412LiverHCCnegative regulation of supramolecular fiber organization90/7958167/187231.90e-039.69e-0390
GO:19059071LiverHCCnegative regulation of amyloid fibril formation11/795813/187232.38e-031.16e-0211
GO:19059061LiverHCCregulation of amyloid fibril formation12/795816/187238.74e-033.40e-0212
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:190290320Oral cavityOSCCregulation of supramolecular fiber organization211/7305383/187239.45e-112.88e-09211
GO:19059067Oral cavityOSCCregulation of amyloid fibril formation13/730516/187237.05e-043.89e-0313
GO:19059077Oral cavityOSCCnegative regulation of amyloid fibril formation11/730513/187231.02e-035.29e-0311
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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
PFDN1SNVMissense_Mutationc.43N>Cp.Glu15Glnp.E15QO60925protein_codingtolerated(0.05)possibly_damaging(0.566)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PFDN1SNVMissense_Mutationc.185N>Gp.Glu62Glyp.E62GO60925protein_codingdeleterious(0)possibly_damaging(0.872)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PFDN1SNVMissense_Mutationrs763185306c.119C>Tp.Thr40Metp.T40MO60925protein_codingtolerated(0.09)benign(0.081)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PFDN1SNVMissense_Mutationc.80T>Cp.Val27Alap.V27AO60925protein_codingtolerated(0.07)benign(0.006)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PFDN1SNVMissense_Mutationrs757466775c.313N>Ap.Val105Ilep.V105IO60925protein_codingtolerated(0.2)benign(0.048)TCGA-A5-A0GB-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PFDN1SNVMissense_Mutationnovelc.52N>Tp.Ala18Serp.A18SO60925protein_codingtolerated(0.34)benign(0.062)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PFDN1SNVMissense_Mutationc.197G>Tp.Arg66Ilep.R66IO60925protein_codingdeleterious(0.02)benign(0.376)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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