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: PFDN4

Gene summary for PFDN4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PFDN4

Gene ID

5203

Gene nameprefoldin subunit 4
Gene AliasC1
Cytomap20q13.2
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q9NQP4


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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
5203PFDN4GSM4909286HumanBreastIDC1.43e-03-9.72e-030.1081
5203PFDN4GSM4909290HumanBreastIDC4.26e-02-2.51e-010.2096
5203PFDN4GSM4909293HumanBreastIDC2.43e-02-2.04e-010.1581
5203PFDN4GSM4909294HumanBreastIDC1.29e-05-2.56e-010.2022
5203PFDN4GSM4909296HumanBreastIDC1.74e-13-2.83e-010.1524
5203PFDN4GSM4909297HumanBreastIDC5.95e-14-1.06e-010.1517
5203PFDN4GSM4909301HumanBreastIDC1.01e-063.21e-010.1577
5203PFDN4GSM4909302HumanBreastIDC7.34e-11-3.65e-010.1545
5203PFDN4GSM4909311HumanBreastIDC7.94e-30-3.50e-010.1534
5203PFDN4GSM4909312HumanBreastIDC1.14e-08-1.43e-010.1552
5203PFDN4GSM4909313HumanBreastIDC6.62e-04-2.21e-010.0391
5203PFDN4GSM4909317HumanBreastIDC8.35e-033.68e-010.1355
5203PFDN4GSM4909318HumanBreastIDC8.10e-229.27e-010.2031
5203PFDN4GSM4909319HumanBreastIDC4.91e-33-3.98e-010.1563
5203PFDN4GSM4909320HumanBreastIDC5.24e-101.70e-030.1575
5203PFDN4GSM4909321HumanBreastIDC2.69e-15-2.12e-010.1559
5203PFDN4brca10HumanBreastPrecancer8.80e-07-3.26e-01-0.0029
5203PFDN4NCCBC11HumanBreastDCIS2.04e-04-4.39e-010.1232
5203PFDN4NCCBC14HumanBreastDCIS7.49e-09-1.34e-010.2021
5203PFDN4NCCBC2HumanBreastDCIS1.14e-085.10e-010.1554
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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
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
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:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:19029039BreastPrecancerregulation of supramolecular fiber organization42/1080383/187234.92e-051.04e-0342
GO:19900005BreastPrecanceramyloid fibril formation9/108034/187239.66e-051.80e-039
GO:19059063BreastPrecancerregulation of amyloid fibril formation5/108016/187231.62e-031.64e-025
GO:19059073BreastPrecancernegative regulation of amyloid fibril formation4/108013/187235.17e-033.86e-024
GO:000645713BreastIDCprotein folding47/1434212/187232.31e-113.86e-0947
GO:199000012BreastIDCamyloid fibril formation12/143434/187234.35e-061.53e-0412
GO:190290314BreastIDCregulation of supramolecular fiber organization54/1434383/187239.40e-062.66e-0454
GO:190590611BreastIDCregulation of amyloid fibril formation7/143416/187239.40e-051.81e-037
GO:190590711BreastIDCnegative regulation of amyloid fibril formation6/143413/187232.14e-043.45e-036
GO:000645723BreastDCISprotein folding47/1390212/187237.84e-121.53e-0947
GO:199000021BreastDCISamyloid fibril formation12/139034/187233.15e-061.02e-0412
GO:190290324BreastDCISregulation of supramolecular fiber organization54/1390383/187233.82e-061.16e-0454
GO:19059062BreastDCISregulation of amyloid fibril formation7/139016/187237.70e-051.48e-037
GO:19059072BreastDCISnegative regulation of amyloid fibril formation6/139013/187231.80e-042.96e-036
GO:000645710EndometriumAEHprotein folding61/2100212/187231.86e-123.48e-1061
GO:190290316EndometriumAEHregulation of supramolecular fiber organization83/2100383/187232.20e-091.78e-0783
GO:19029049EndometriumAEHnegative regulation of supramolecular fiber organization39/2100167/187236.07e-061.50e-0439
GO:19900007EndometriumAEHamyloid fibril formation12/210034/187231.97e-042.49e-0312
GO:19059075EndometriumAEHnegative regulation of amyloid fibril formation6/210013/187231.68e-031.36e-026
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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
PFDN4SNVMissense_Mutationnovelc.370G>Tp.Gly124Trpp.G124WQ9NQP4protein_codingdeleterious(0.01)probably_damaging(1)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PFDN4SNVMissense_Mutationnovelc.63N>Cp.Gln21Hisp.Q21HQ9NQP4protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PFDN4SNVMissense_Mutationnovelc.277N>Cp.Asn93Hisp.N93HQ9NQP4protein_codingtolerated(0.06)possibly_damaging(0.468)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PFDN4SNVMissense_Mutationc.52N>Ap.Glu18Lysp.E18KQ9NQP4protein_codingtolerated(0.06)benign(0.062)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PFDN4SNVMissense_Mutationc.74N>Cp.Lys25Thrp.K25TQ9NQP4protein_codingtolerated(0.07)benign(0.015)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
PFDN4SNVMissense_Mutationc.248N>Tp.Thr83Metp.T83MQ9NQP4protein_codingdeleterious(0.02)benign(0.269)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PFDN4SNVMissense_Mutationnovelc.106N>Ap.Leu36Metp.L36MQ9NQP4protein_codingdeleterious(0.01)probably_damaging(0.946)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PFDN4SNVMissense_Mutationrs368220174c.298N>Ap.Ala100Thrp.A100TQ9NQP4protein_codingtolerated(0.22)benign(0.011)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PFDN4SNVMissense_Mutationnovelc.44N>Cp.Val15Alap.V15AQ9NQP4protein_codingdeleterious(0.03)possibly_damaging(0.619)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PFDN4SNVMissense_Mutationc.109A>Gp.Lys37Glup.K37EQ9NQP4protein_codingdeleterious(0.02)benign(0.336)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
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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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