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: PRIM2

Gene summary for PRIM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PRIM2

Gene ID

5558

Gene nameDNA primase subunit 2
Gene AliasPRIM2A
Cytomap6p11.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

P49643


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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
5558PRIM2CCI_1HumanCervixCC3.46e-159.49e-010.528
5558PRIM2CCI_2HumanCervixCC1.22e-066.51e-010.5249
5558PRIM2CCI_3HumanCervixCC4.05e-231.17e+000.516
5558PRIM2CCII_1HumanCervixCC1.90e-032.07e-010.3249
5558PRIM2LZE5THumanEsophagusESCC1.23e-023.59e-010.0514
5558PRIM2LZE7THumanEsophagusESCC8.25e-053.80e-010.0667
5558PRIM2LZE20THumanEsophagusESCC2.59e-052.68e-010.0662
5558PRIM2LZE24THumanEsophagusESCC1.23e-063.01e-010.0596
5558PRIM2LZE21THumanEsophagusESCC1.96e-032.27e-010.0655
5558PRIM2LZE6THumanEsophagusESCC1.82e-042.47e-010.0845
5558PRIM2P1T-EHumanEsophagusESCC4.30e-053.27e-010.0875
5558PRIM2P2T-EHumanEsophagusESCC8.08e-193.22e-010.1177
5558PRIM2P4T-EHumanEsophagusESCC3.65e-153.66e-010.1323
5558PRIM2P5T-EHumanEsophagusESCC5.00e-173.02e-010.1327
5558PRIM2P8T-EHumanEsophagusESCC3.28e-142.64e-010.0889
5558PRIM2P9T-EHumanEsophagusESCC2.27e-031.52e-010.1131
5558PRIM2P10T-EHumanEsophagusESCC1.13e-162.72e-010.116
5558PRIM2P11T-EHumanEsophagusESCC1.03e-042.62e-010.1426
5558PRIM2P12T-EHumanEsophagusESCC2.56e-163.34e-010.1122
5558PRIM2P15T-EHumanEsophagusESCC1.04e-031.66e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00510528CervixCCregulation of DNA metabolic process65/2311359/187239.25e-047.84e-0365
GO:00062602CervixCCDNA replication48/2311260/187232.70e-031.85e-0248
GO:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:005105417EsophagusESCCpositive regulation of DNA metabolic process139/8552201/187231.20e-114.33e-10139
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00510547LungIACpositive regulation of DNA metabolic process35/2061201/187234.07e-033.32e-0235
GO:00510527LungIACregulation of DNA metabolic process55/2061359/187237.12e-034.87e-0255
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:005105210Oral cavityOSCCregulation of DNA metabolic process207/7305359/187234.45e-132.17e-11207
GO:005105414Oral cavityOSCCpositive regulation of DNA metabolic process126/7305201/187238.12e-123.01e-10126
GO:00062611Oral cavityOSCCDNA-dependent DNA replication84/7305151/187232.46e-052.30e-0484
GO:005105222Oral cavityEOLPregulation of DNA metabolic process75/2218359/187235.81e-071.53e-0575
GO:005105421Oral cavityEOLPpositive regulation of DNA metabolic process45/2218201/187231.68e-052.77e-0445
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa030304EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa0303011EsophagusESCCDNA replication32/420536/84657.71e-075.06e-062.59e-0632
hsa03030Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
hsa030301Oral cavityOSCCDNA replication31/370436/84651.70e-071.19e-066.03e-0731
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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
PRIM2SNVMissense_Mutationnovelc.1273C>Gp.Gln425Glup.Q425EP49643protein_codingtolerated(0.29)possibly_damaging(0.731)TCGA-D8-A1JL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PRIM2SNVMissense_Mutationnovelc.474G>Tp.Glu158Aspp.E158DP49643protein_codingtolerated(0.11)probably_damaging(0.94)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PRIM2SNVMissense_Mutationc.907N>Tp.His303Tyrp.H303YP49643protein_codingdeleterious(0.05)possibly_damaging(0.902)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PRIM2SNVMissense_Mutationnovelc.1037N>Tp.Ser346Phep.S346FP49643protein_codingdeleterious(0)probably_damaging(0.916)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
PRIM2SNVMissense_Mutationnovelc.866N>Ap.Arg289Hisp.R289HP49643protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PRIM2SNVMissense_Mutationc.171A>Cp.Glu57Aspp.E57DP49643protein_codingtolerated(0.1)possibly_damaging(0.669)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PRIM2SNVMissense_Mutationc.1341C>Ap.Phe447Leup.F447LP49643protein_codingdeleterious(0)benign(0.22)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PRIM2SNVMissense_Mutationc.641N>Ap.Ile214Asnp.I214NP49643protein_codingdeleterious(0)possibly_damaging(0.839)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PRIM2SNVMissense_Mutationnovelc.337N>Ap.Ser113Thrp.S113TP49643protein_codingtolerated(0.49)benign(0.009)TCGA-G4-6302-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PRIM2SNVMissense_Mutationnovelc.620C>Ap.Ala207Aspp.A207DP49643protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AG-3727-01Colorectumrectum 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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