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: PFDN2

Gene summary for PFDN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PFDN2

Gene ID

5202

Gene nameprefoldin subunit 2
Gene AliasPFD2
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

B1AQP2


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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
5202PFDN2GSM4909282HumanBreastIDC5.26e-416.72e-01-0.0288
5202PFDN2GSM4909285HumanBreastIDC1.43e-175.03e-010.21
5202PFDN2GSM4909287HumanBreastIDC2.91e-124.45e-010.2057
5202PFDN2GSM4909288HumanBreastIDC7.47e-031.97e-010.0988
5202PFDN2GSM4909290HumanBreastIDC4.96e-033.20e-010.2096
5202PFDN2GSM4909294HumanBreastIDC3.80e-041.43e-010.2022
5202PFDN2GSM4909296HumanBreastIDC1.17e-10-5.49e-020.1524
5202PFDN2GSM4909297HumanBreastIDC2.44e-19-2.62e-010.1517
5202PFDN2GSM4909308HumanBreastIDC3.02e-032.56e-010.158
5202PFDN2GSM4909311HumanBreastIDC9.86e-43-3.39e-010.1534
5202PFDN2GSM4909312HumanBreastIDC3.72e-15-1.22e-010.1552
5202PFDN2GSM4909315HumanBreastIDC3.48e-022.63e-010.21
5202PFDN2GSM4909316HumanBreastIDC2.00e-042.62e-010.21
5202PFDN2GSM4909319HumanBreastIDC4.22e-44-3.52e-010.1563
5202PFDN2GSM4909320HumanBreastIDC2.21e-07-1.97e-010.1575
5202PFDN2GSM4909321HumanBreastIDC2.01e-15-9.24e-020.1559
5202PFDN2brca1HumanBreastPrecancer1.73e-053.41e-01-0.0338
5202PFDN2M2HumanBreastIDC3.94e-032.75e-010.21
5202PFDN2NCCBC14HumanBreastDCIS2.74e-123.76e-020.2021
5202PFDN2NCCBC3HumanBreastDCIS1.01e-04-1.64e-010.1198
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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: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:00514959BreastPrecancerpositive regulation of cytoskeleton organization28/1080226/187231.13e-042.04e-0328
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:005149513BreastIDCpositive regulation of cytoskeleton organization35/1434226/187235.04e-051.09e-0335
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:005149523BreastDCISpositive regulation of cytoskeleton organization35/1390226/187232.66e-056.04e-0435
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:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:19029048CervixCCnegative regulation of supramolecular fiber organization40/2311167/187232.39e-054.17e-0440
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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
PFDN2SNVMissense_Mutationc.11N>Gp.Asn4Serp.N4SQ9UHV9protein_codingtolerated_low_confidence(0.23)benign(0)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PFDN2SNVMissense_Mutationc.125N>Ap.Ser42Tyrp.S42YQ9UHV9protein_codingdeleterious(0)probably_damaging(0.959)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PFDN2SNVMissense_Mutationnovelc.197A>Cp.Glu66Alap.E66AQ9UHV9protein_codingtolerated(0.23)benign(0.003)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
PFDN2SNVMissense_Mutationrs780121999c.374G>Ap.Arg125Hisp.R125HQ9UHV9protein_codingtolerated(0.07)probably_damaging(0.96)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
PFDN2SNVMissense_Mutationnovelc.107N>Gp.Glu36Glyp.E36GQ9UHV9protein_codingdeleterious(0)possibly_damaging(0.657)TCGA-D1-A0ZP-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
PFDN2SNVMissense_Mutationnovelc.91N>Gp.Asn31Aspp.N31DQ9UHV9protein_codingtolerated(0.06)possibly_damaging(0.841)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
PFDN2SNVMissense_Mutationc.349N>Ap.Glu117Lysp.E117KQ9UHV9protein_codingtolerated(0.09)benign(0.211)TCGA-69-7979-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PFDN2SNVMissense_Mutationnovelc.385G>Ap.Glu129Lysp.E129KQ9UHV9protein_codingtolerated(0.12)probably_damaging(0.95)TCGA-CR-6484-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIChemotherapycarboplatinSD
PFDN2SNVMissense_Mutationnovelc.275N>Gp.Asn92Serp.N92SQ9UHV9protein_codingtolerated(0.67)benign(0.026)TCGA-CV-7416-01Oral cavityhead & neck squamous cell carcinomaFemale<65I/IIChemotherapycisplatinSD
PFDN2SNVMissense_Mutationc.100N>Tp.Arg34Trpp.R34WQ9UHV9protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BR-8361-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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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