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: PDLIM7

Gene summary for PDLIM7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDLIM7

Gene ID

9260

Gene namePDZ and LIM domain 7
Gene AliasLMP1
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q9NR12


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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
9260PDLIM7LZE4THumanEsophagusESCC3.19e-072.51e-010.0811
9260PDLIM7LZE7THumanEsophagusESCC6.69e-082.11e-010.0667
9260PDLIM7LZE8THumanEsophagusESCC7.04e-041.18e-010.067
9260PDLIM7LZE20THumanEsophagusESCC4.06e-114.35e-010.0662
9260PDLIM7LZE24THumanEsophagusESCC3.07e-132.01e-010.0596
9260PDLIM7LZE6THumanEsophagusESCC2.10e-105.53e-010.0845
9260PDLIM7P1T-EHumanEsophagusESCC4.40e-124.25e-010.0875
9260PDLIM7P2T-EHumanEsophagusESCC1.90e-416.62e-010.1177
9260PDLIM7P4T-EHumanEsophagusESCC3.94e-185.72e-010.1323
9260PDLIM7P5T-EHumanEsophagusESCC3.90e-661.14e+000.1327
9260PDLIM7P8T-EHumanEsophagusESCC5.20e-142.71e-010.0889
9260PDLIM7P9T-EHumanEsophagusESCC5.35e-085.04e-010.1131
9260PDLIM7P10T-EHumanEsophagusESCC9.53e-225.27e-010.116
9260PDLIM7P11T-EHumanEsophagusESCC3.36e-351.59e+000.1426
9260PDLIM7P12T-EHumanEsophagusESCC5.67e-285.00e-010.1122
9260PDLIM7P15T-EHumanEsophagusESCC8.87e-216.04e-010.1149
9260PDLIM7P16T-EHumanEsophagusESCC2.82e-275.39e-010.1153
9260PDLIM7P17T-EHumanEsophagusESCC2.25e-321.56e+000.1278
9260PDLIM7P19T-EHumanEsophagusESCC2.05e-272.40e+000.1662
9260PDLIM7P20T-EHumanEsophagusESCC1.55e-063.89e-010.1124
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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
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:000164918EsophagusESCCosteoblast differentiation140/8552229/187231.63e-061.95e-05140
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:000689818EsophagusESCCreceptor-mediated endocytosis142/8552244/187235.22e-054.05e-04142
GO:00456675EsophagusESCCregulation of osteoblast differentiation77/8552132/187232.28e-031.00e-0277
GO:00456695EsophagusESCCpositive regulation of osteoblast differentiation43/855269/187233.93e-031.59e-0243
GO:000689811LiverCirrhoticreceptor-mediated endocytosis91/4634244/187238.13e-061.22e-0491
GO:00016495LiverCirrhoticosteoblast differentiation80/4634229/187233.39e-042.91e-0380
GO:00015035LiverCirrhoticossification127/4634408/187231.89e-031.19e-02127
GO:000689821LiverHCCreceptor-mediated endocytosis134/7958244/187235.73e-055.31e-04134
GO:000164911LiverHCCosteoblast differentiation115/7958229/187231.08e-023.99e-02115
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:000689810Oral cavityOSCCreceptor-mediated endocytosis125/7305244/187236.56e-055.32e-04125
GO:000164910Oral cavityOSCCosteoblast differentiation118/7305229/187237.51e-055.85e-04118
GO:00456674Oral cavityOSCCregulation of osteoblast differentiation65/7305132/187231.06e-023.60e-0265
GO:000689817Oral cavityLPreceptor-mediated endocytosis87/4623244/187237.83e-051.02e-0387
GO:000150315Oral cavityLPossification123/4623408/187236.55e-033.84e-02123
GO:000164916Oral cavityLPosteoblast differentiation73/4623229/187238.09e-034.40e-0273
GO:000150331Oral cavityNEOLPossification81/2005408/187232.67e-081.15e-0681
GO:000689831Oral cavityNEOLPreceptor-mediated endocytosis51/2005244/187232.08e-064.87e-0551
GO:000164931Oral cavityNEOLPosteoblast differentiation47/2005229/187238.59e-061.66e-0447
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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
PDLIM7SNVMissense_Mutationc.1177N>Cp.Glu393Glnp.E393QQ9NR12protein_codingtolerated(0.24)probably_damaging(0.985)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PDLIM7SNVMissense_Mutationc.1210G>Cp.Asp404Hisp.D404HQ9NR12protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A147-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicineSD
PDLIM7deletionFrame_Shift_Delnovelc.1100delNp.Cys367LeufsTer117p.C367Lfs*117Q9NR12protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PDLIM7SNVMissense_Mutationnovelc.1016C>Tp.Pro339Leup.P339LQ9NR12protein_codingdeleterious(0)possibly_damaging(0.801)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDLIM7SNVMissense_Mutationc.550N>Ap.Glu184Lysp.E184KQ9NR12protein_codingtolerated(0.22)benign(0.01)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PDLIM7SNVMissense_Mutationrs376862538c.529N>Ap.Glu177Lysp.E177KQ9NR12protein_codingdeleterious(0.01)benign(0.296)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PDLIM7SNVMissense_Mutationrs535394998c.1169N>Ap.Arg390Glnp.R390QQ9NR12protein_codingtolerated(0.16)benign(0.02)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PDLIM7SNVMissense_Mutationc.469C>Tp.Pro157Serp.P157SQ9NR12protein_codingdeleterious(0.03)possibly_damaging(0.688)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
PDLIM7SNVMissense_Mutationc.974G>Tp.Gly325Valp.G325VQ9NR12protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDLIM7SNVMissense_Mutationnovelc.800N>Ap.Gly267Glup.G267EQ9NR12protein_codingtolerated(0.56)benign(0.11)TCGA-AA-3522-01Colorectumcolon 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
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