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: PIM2

Gene summary for PIM2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIM2

Gene ID

11040

Gene namePim-2 proto-oncogene, serine/threonine kinase
Gene AliasPIM2
CytomapXp11.23
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

A0A024QYW7


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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
11040PIM2LZE4THumanEsophagusESCC6.44e-052.95e-010.0811
11040PIM2LZE7THumanEsophagusESCC3.68e-105.88e-010.0667
11040PIM2LZE8THumanEsophagusESCC1.53e-053.15e-010.067
11040PIM2LZE20THumanEsophagusESCC4.72e-041.98e-010.0662
11040PIM2LZE22D1HumanEsophagusHGIN1.34e-023.28e-010.0595
11040PIM2LZE24THumanEsophagusESCC7.64e-031.25e-010.0596
11040PIM2LZE21THumanEsophagusESCC6.08e-053.55e-010.0655
11040PIM2LZE6THumanEsophagusESCC2.28e-053.79e-010.0845
11040PIM2P1T-EHumanEsophagusESCC4.45e-031.53e-010.0875
11040PIM2P2T-EHumanEsophagusESCC7.65e-203.38e-010.1177
11040PIM2P4T-EHumanEsophagusESCC1.12e-133.08e-010.1323
11040PIM2P5T-EHumanEsophagusESCC1.83e-123.14e-010.1327
11040PIM2P8T-EHumanEsophagusESCC1.19e-091.82e-010.0889
11040PIM2P9T-EHumanEsophagusESCC4.18e-061.57e-010.1131
11040PIM2P10T-EHumanEsophagusESCC1.09e-101.51e-010.116
11040PIM2P11T-EHumanEsophagusESCC9.53e-124.71e-010.1426
11040PIM2P12T-EHumanEsophagusESCC3.22e-132.36e-010.1122
11040PIM2P15T-EHumanEsophagusESCC7.78e-152.84e-010.1149
11040PIM2P16T-EHumanEsophagusESCC2.16e-173.18e-010.1153
11040PIM2P17T-EHumanEsophagusESCC5.73e-031.91e-010.1278
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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
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:00105087Oral cavityOSCCpositive regulation of autophagy77/7305124/187231.59e-072.61e-0677
GO:00000826Oral cavityOSCCG1/S transition of mitotic cell cycle120/7305214/187232.86e-074.40e-06120
GO:00448436Oral cavityOSCCcell cycle G1/S phase transition131/7305241/187238.77e-071.20e-05131
GO:00467779Oral cavityOSCCprotein autophosphorylation123/7305227/187232.31e-062.93e-05123
GO:0031647110Oral cavityLPregulation of protein stability132/4623298/187238.16e-147.99e-12132
GO:004312316Oral cavityLPpositive regulation of I-kappaB kinase/NF-kappaB signaling88/4623186/187231.58e-111.13e-0988
GO:001050615Oral cavityLPregulation of autophagy132/4623317/187231.82e-111.28e-09132
GO:0009896110Oral cavityLPpositive regulation of catabolic process187/4623492/187232.30e-111.58e-09187
GO:0050821110Oral cavityLPprotein stabilization88/4623191/187239.15e-115.51e-0988
GO:0031331110Oral cavityLPpositive regulation of cellular catabolic process163/4623427/187233.03e-101.59e-08163
GO:000961516Oral cavityLPresponse to virus143/4623367/187237.42e-103.52e-08143
GO:004312219Oral cavityLPregulation of I-kappaB kinase/NF-kappaB signaling103/4623249/187234.48e-091.90e-07103
GO:000724917Oral cavityLPI-kappaB kinase/NF-kappaB signaling110/4623281/187234.94e-081.70e-06110
GO:000734614Oral cavityLPregulation of mitotic cell cycle163/4623457/187237.64e-082.56e-06163
GO:004477215Oral cavityLPmitotic cell cycle phase transition150/4623424/187234.38e-071.23e-05150
GO:000008213Oral cavityLPG1/S transition of mitotic cell cycle80/4623214/187232.30e-053.74e-0480
GO:004484313Oral cavityLPcell cycle G1/S phase transition88/4623241/187232.62e-054.21e-0488
GO:001050815Oral cavityLPpositive regulation of autophagy44/4623124/187234.61e-032.93e-0244
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052215EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0522113EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa052214Oral cavityOSCCAcute myeloid leukemia42/370467/84651.34e-033.75e-031.91e-0342
hsa0522112Oral cavityOSCCAcute myeloid leukemia42/370467/84651.34e-033.75e-031.91e-0342
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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
PIM2SNVMissense_Mutationc.915N>Cp.Leu305Phep.L305FQ9P1W9protein_codingtolerated_low_confidence(0.08)possibly_damaging(0.69)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
PIM2SNVMissense_Mutationrs782277942c.520N>Tp.Arg174Cysp.R174CQ9P1W9protein_codingtolerated(0.07)benign(0.02)TCGA-BH-A0HL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PIM2SNVMissense_Mutationnovelc.97C>Gp.Arg33Glyp.R33GQ9P1W9protein_codingdeleterious(0.01)benign(0.262)TCGA-C8-A8HQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PIM2SNVMissense_Mutationnovelc.208G>Tp.Gly70Cysp.G70CQ9P1W9protein_codingdeleterious(0.04)benign(0.06)TCGA-E9-A22E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphaneSD
PIM2insertionFrame_Shift_Insnovelc.329_330insACTGCCAAAAAGTp.Gly111LeufsTer21p.G111Lfs*21Q9P1W9protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
PIM2insertionFrame_Shift_Insnovelc.327_328insATp.Glu110MetfsTer39p.E110Mfs*39Q9P1W9protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
PIM2deletionFrame_Shift_Delnovelc.486delTp.Asp163ThrfsTer8p.D163Tfs*8Q9P1W9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PIM2SNVMissense_Mutationnovelc.574N>Cp.Glu192Glnp.E192QQ9P1W9protein_codingtolerated(0.07)benign(0.066)TCGA-UC-A7PD-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PIM2SNVMissense_Mutationnovelc.362N>Tp.Pro121Leup.P121LQ9P1W9protein_codingtolerated(0.32)benign(0.18)TCGA-VS-A8Q8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
PIM2SNVMissense_Mutationc.364N>Ap.Ala122Thrp.A122TQ9P1W9protein_codingtolerated(0.13)benign(0.071)TCGA-AA-3855-01Colorectumcolon adenocarcinomaMale>=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
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor178101947RUBOXISTAURIN
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEBAY-613606CHEMBL541400
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL3545194LGH-447
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor381118905
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL3545423AZD-1208
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor404859073
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor223366031
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor354702263
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL1952329SGI-1776
11040PIM2SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor252827442SGI-1776
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