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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: PIM1

Gene summary for PIM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PIM1

Gene ID

5292

Gene namePim-1 proto-oncogene, serine/threonine kinase
Gene AliasPIM
Cytomap6p21.2
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

P11309


Top

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
5292PIM1HTA11_1938_2000001011HumanColorectumAD7.66e-032.97e-01-0.0811
5292PIM1HTA11_411_2000001011HumanColorectumSER1.46e-021.00e+00-0.2602
5292PIM1HTA11_2112_2000001011HumanColorectumSER6.14e-067.52e-01-0.2196
5292PIM1HTA11_1391_2000001011HumanColorectumAD2.10e-021.47e-01-0.059
5292PIM1HTA11_99999970781_79442HumanColorectumMSS5.15e-062.00e-010.294
5292PIM1HTA11_99999971662_82457HumanColorectumMSS2.94e-133.88e-010.3859
5292PIM1LZE4THumanEsophagusESCC1.58e-154.34e-010.0811
5292PIM1LZE7THumanEsophagusESCC6.74e-041.92e-020.0667
5292PIM1LZE20THumanEsophagusESCC2.94e-045.09e-010.0662
5292PIM1LZE24THumanEsophagusESCC5.40e-064.07e-010.0596
5292PIM1LZE6THumanEsophagusESCC3.86e-023.46e-030.0845
5292PIM1P2T-EHumanEsophagusESCC9.46e-154.61e-010.1177
5292PIM1P4T-EHumanEsophagusESCC1.01e-185.90e-010.1323
5292PIM1P5T-EHumanEsophagusESCC1.56e-178.41e-010.1327
5292PIM1P8T-EHumanEsophagusESCC6.43e-268.25e-010.0889
5292PIM1P9T-EHumanEsophagusESCC1.74e-133.05e-010.1131
5292PIM1P10T-EHumanEsophagusESCC1.46e-228.42e-010.116
5292PIM1P11T-EHumanEsophagusESCC3.93e-127.00e-010.1426
5292PIM1P12T-EHumanEsophagusESCC1.48e-248.59e-010.1122
5292PIM1P15T-EHumanEsophagusESCC3.39e-123.90e-010.1149
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0050821ColorectumADprotein stabilization73/3918191/187233.02e-081.64e-0673
GO:0009636ColorectumADresponse to toxic substance88/3918262/187231.12e-063.72e-0588
GO:0030522ColorectumADintracellular receptor signaling pathway87/3918265/187233.69e-061.03e-0487
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0098754ColorectumADdetoxification53/3918152/187234.63e-057.98e-0453
GO:0097237ColorectumADcellular response to toxic substance44/3918124/187231.24e-041.80e-0344
GO:0071496ColorectumADcellular response to external stimulus94/3918320/187231.98e-042.64e-0394
GO:1990748ColorectumADcellular detoxification41/3918116/187232.29e-042.97e-0341
GO:0045927ColorectumADpositive regulation of growth77/3918259/187234.82e-045.27e-0377
GO:0048638ColorectumADregulation of developmental growth92/3918330/187231.48e-031.25e-0292
GO:0031668ColorectumADcellular response to extracellular stimulus71/3918246/187231.86e-031.52e-0271
GO:0031669ColorectumADcellular response to nutrient levels63/3918215/187232.19e-031.73e-0263
GO:0048639ColorectumADpositive regulation of developmental growth52/3918174/187233.24e-032.38e-0252
GO:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
GO:00508211ColorectumSERprotein stabilization58/2897191/187231.46e-078.59e-0658
GO:00096361ColorectumSERresponse to toxic substance71/2897262/187238.63e-074.07e-0571
GO:00972371ColorectumSERcellular response to toxic substance40/2897124/187232.28e-069.43e-0540
GO:00987541ColorectumSERdetoxification46/2897152/187233.02e-061.20e-0446
Page: 1 2 3 4 5 6 7 8 9 10 11 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0493310EsophagusESCCAGE-RAGE signaling pathway in diabetic complications72/4205100/84654.15e-062.28e-051.17e-0572
hsa052215EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa0493317EsophagusESCCAGE-RAGE signaling pathway in diabetic complications72/4205100/84654.15e-062.28e-051.17e-0572
hsa0522113EsophagusESCCAcute myeloid leukemia49/420567/84657.43e-053.07e-041.57e-0449
hsa049334LiverHCCAGE-RAGE signaling pathway in diabetic complications62/4020100/84652.35e-037.95e-034.42e-0362
hsa05221LiverHCCAcute myeloid leukemia41/402067/84651.64e-023.90e-022.17e-0241
hsa0493311LiverHCCAGE-RAGE signaling pathway in diabetic complications62/4020100/84652.35e-037.95e-034.42e-0362
hsa052211LiverHCCAcute myeloid leukemia41/402067/84651.64e-023.90e-022.17e-0241
hsa049339Oral cavityOSCCAGE-RAGE signaling pathway in diabetic complications69/3704100/84652.61e-071.65e-068.41e-0769
hsa052214Oral cavityOSCCAcute myeloid leukemia42/370467/84651.34e-033.75e-031.91e-0342
hsa0493316Oral cavityOSCCAGE-RAGE signaling pathway in diabetic complications69/3704100/84652.61e-071.65e-068.41e-0769
hsa0522112Oral cavityOSCCAcute myeloid leukemia42/370467/84651.34e-033.75e-031.91e-0342
hsa0493323Oral cavityLPAGE-RAGE signaling pathway in diabetic complications39/2418100/84651.53e-024.75e-023.06e-0239
hsa0493333Oral cavityLPAGE-RAGE signaling pathway in diabetic complications39/2418100/84651.53e-024.75e-023.06e-0239
hsa0493361Oral cavityNEOLPAGE-RAGE signaling pathway in diabetic complications32/1112100/84657.36e-079.10e-065.72e-0632
hsa0493371Oral cavityNEOLPAGE-RAGE signaling pathway in diabetic complications32/1112100/84657.36e-079.10e-065.72e-0632
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
PIM1SNVMissense_Mutationc.438N>Ap.Ser146Argp.S146RP11309protein_codingtolerated(0.78)benign(0.013)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIM1insertionNonsense_Mutationnovelc.747_748insCAGTTAGTTCCAGGCTTTCCCGATGAATAAGp.Arg250GlnfsTer10p.R250Qfs*10P11309protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PIM1SNVMissense_Mutationc.614G>Ap.Arg205Glnp.R205QP11309protein_codingdeleterious(0.02)probably_damaging(0.955)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PIM1SNVMissense_Mutationrs551680157c.152C>Gp.Ser51Trpp.S51WP11309protein_codingdeleterious(0)probably_damaging(0.983)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PIM1SNVMissense_Mutationrs752976281c.640N>Tp.Arg214Cysp.R214CP11309protein_codingtolerated(0.13)probably_damaging(0.929)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PIM1SNVMissense_Mutationc.614N>Ap.Arg205Glnp.R205QP11309protein_codingdeleterious(0.02)probably_damaging(0.955)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
PIM1SNVMissense_Mutationrs773910971c.736N>Ap.Glu246Lysp.E246KP11309protein_codingtolerated(0.06)benign(0.079)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
PIM1SNVMissense_Mutationc.870N>Ap.Met290Ilep.M290IP11309protein_codingtolerated(0.07)benign(0.247)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PIM1SNVMissense_Mutationnovelc.335N>Tp.Arg112Metp.R112MP11309protein_codingtolerated(0.11)benign(0.267)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PIM1SNVMissense_Mutationnovelc.650N>Ap.Arg217Hisp.R217HP11309protein_codingtolerated(0.08)benign(0.361)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
Page: 1 2 3 

Top

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
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEINCB53914
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorCHEMBL3545194LGH-447
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitor249565836
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMECXR-1002
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEBAS-8770957CHEMBL50081219179076
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMETCMDC-125758CHEMBL546797
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitorCHEMBL1952329SGI-1776
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEBAS-8770951CHEMBL47832319179076
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEinhibitor249565793
5292PIM1TRANSCRIPTION FACTOR BINDING, SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, CLINICALLY ACTIONABLE, ENZYMEAZAKENPAULLONEAZAKENPAULLONE
Page: 1 2 3 4 5 6