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: PCIF1

Gene summary for PCIF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PCIF1

Gene ID

63935

Gene namephosphorylated CTD interacting factor 1
Gene AliasC20orf67
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q9H4Z3


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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
63935PCIF1LZE4THumanEsophagusESCC7.16e-184.63e-010.0811
63935PCIF1LZE7THumanEsophagusESCC4.98e-093.85e-010.0667
63935PCIF1LZE8THumanEsophagusESCC5.57e-133.89e-010.067
63935PCIF1LZE20THumanEsophagusESCC3.55e-031.70e-010.0662
63935PCIF1LZE24THumanEsophagusESCC6.57e-215.22e-010.0596
63935PCIF1LZE21THumanEsophagusESCC3.64e-042.96e-010.0655
63935PCIF1LZE6THumanEsophagusESCC2.26e-102.63e-010.0845
63935PCIF1P1T-EHumanEsophagusESCC1.23e-134.04e-010.0875
63935PCIF1P2T-EHumanEsophagusESCC1.79e-295.12e-010.1177
63935PCIF1P4T-EHumanEsophagusESCC2.98e-254.79e-010.1323
63935PCIF1P5T-EHumanEsophagusESCC1.13e-092.05e-010.1327
63935PCIF1P8T-EHumanEsophagusESCC3.26e-325.47e-010.0889
63935PCIF1P9T-EHumanEsophagusESCC9.31e-194.35e-010.1131
63935PCIF1P10T-EHumanEsophagusESCC1.58e-477.97e-010.116
63935PCIF1P11T-EHumanEsophagusESCC4.40e-125.83e-010.1426
63935PCIF1P12T-EHumanEsophagusESCC1.05e-418.03e-010.1122
63935PCIF1P15T-EHumanEsophagusESCC1.30e-357.50e-010.1149
63935PCIF1P16T-EHumanEsophagusESCC8.37e-377.27e-010.1153
63935PCIF1P17T-EHumanEsophagusESCC5.84e-156.12e-010.1278
63935PCIF1P19T-EHumanEsophagusESCC3.09e-025.32e-010.1662
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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
∗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:0006417111EsophagusESCCregulation of translation304/8552468/187231.53e-171.33e-15304
GO:0045727111EsophagusESCCpositive regulation of translation107/8552136/187232.79e-151.68e-13107
GO:0034250111EsophagusESCCpositive regulation of cellular amide metabolic process123/8552162/187233.32e-151.93e-13123
GO:00434143EsophagusESCCmacromolecule methylation199/8552316/187233.44e-109.57e-09199
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00015101EsophagusESCCRNA methylation58/855283/187236.87e-066.94e-0558
GO:00800092EsophagusESCCmRNA methylation14/855216/187236.78e-043.56e-0314
GO:00165561EsophagusESCCmRNA modification21/855227/187236.88e-043.61e-0321
GO:003424914EsophagusESCCnegative regulation of cellular amide metabolic process144/8552273/187231.08e-023.67e-02144
GO:000641722LiverHCCregulation of translation287/7958468/187238.79e-178.08e-15287
GO:004572712LiverHCCpositive regulation of translation97/7958136/187238.51e-123.55e-1097
GO:003425022LiverHCCpositive regulation of cellular amide metabolic process110/7958162/187235.14e-111.92e-09110
GO:00434141LiverHCCmacromolecule methylation183/7958316/187232.00e-084.72e-07183
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0001510LiverHCCRNA methylation53/795883/187236.96e-056.29e-0453
GO:003424921LiverHCCnegative regulation of cellular amide metabolic process144/7958273/187233.80e-042.61e-03144
GO:001714821LiverHCCnegative regulation of translation129/7958245/187238.14e-044.87e-03129
GO:0080009LiverHCCmRNA methylation12/795816/187238.74e-033.40e-0212
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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
PCIF1SNVMissense_Mutationc.1865N>Gp.Ser622Cysp.S622CQ9H4Z3protein_codingtolerated(0.11)possibly_damaging(0.775)TCGA-A7-A26H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
PCIF1SNVMissense_Mutationrs200149076c.1970C>Tp.Pro657Leup.P657LQ9H4Z3protein_codingtolerated(0.08)benign(0.057)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PCIF1SNVMissense_Mutationnovelc.1951N>Tp.Ala651Serp.A651SQ9H4Z3protein_codingtolerated(0.12)benign(0.291)TCGA-C8-A1HI-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
PCIF1insertionFrame_Shift_Insnovelc.598_599insGCCTTGCTTTTTACAACp.Glu200GlyfsTer17p.E200Gfs*17Q9H4Z3protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PCIF1deletionFrame_Shift_Delnovelc.1499delNp.Leu501SerfsTer41p.L501Sfs*41Q9H4Z3protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PCIF1SNVMissense_Mutationrs772130243c.251N>Tp.Ser84Leup.S84LQ9H4Z3protein_codingdeleterious(0.01)benign(0.407)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCIF1SNVMissense_Mutationnovelc.1010N>Ap.Arg337Hisp.R337HQ9H4Z3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PCIF1SNVMissense_Mutationc.685N>Tp.Pro229Serp.P229SQ9H4Z3protein_codingdeleterious(0)probably_damaging(1)TCGA-C5-A7CH-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificSD
PCIF1SNVMissense_Mutationc.975N>Tp.Lys325Asnp.K325NQ9H4Z3protein_codingdeleterious(0)benign(0.358)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PCIF1SNVMissense_Mutationnovelc.1781N>Tp.Pro594Leup.P594LQ9H4Z3protein_codingtolerated(0.14)possibly_damaging(0.542)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
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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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