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: PDLIM1

Gene summary for PDLIM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDLIM1

Gene ID

9124

Gene namePDZ and LIM domain 1
Gene AliasCLIM1
Cytomap10q23.33
Gene Typeprotein-coding
GO ID

GO:0001666

UniProtAcc

O00151


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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
9124PDLIM1GSM4909285HumanBreastIDC8.34e-031.88e-010.21
9124PDLIM1GSM4909296HumanBreastIDC6.60e-052.36e-010.1524
9124PDLIM1GSM4909297HumanBreastIDC2.35e-08-2.64e-010.1517
9124PDLIM1GSM4909306HumanBreastIDC1.91e-03-2.34e-010.1564
9124PDLIM1GSM4909311HumanBreastIDC2.91e-18-1.21e-010.1534
9124PDLIM1GSM4909312HumanBreastIDC6.83e-174.54e-010.1552
9124PDLIM1GSM4909313HumanBreastIDC1.07e-053.80e-010.0391
9124PDLIM1GSM4909318HumanBreastIDC2.08e-02-3.81e-010.2031
9124PDLIM1GSM4909319HumanBreastIDC1.77e-24-2.82e-010.1563
9124PDLIM1GSM4909320HumanBreastIDC7.03e-07-3.81e-010.1575
9124PDLIM1GSM4909321HumanBreastIDC1.04e-07-2.32e-010.1559
9124PDLIM1brca2HumanBreastPrecancer1.06e-083.70e-01-0.024
9124PDLIM1brca3HumanBreastPrecancer2.78e-205.42e-01-0.0263
9124PDLIM1brca10HumanBreastPrecancer1.52e-033.66e-01-0.0029
9124PDLIM1M1HumanBreastIDC9.87e-04-3.08e-010.1577
9124PDLIM1M2HumanBreastIDC2.26e-044.67e-010.21
9124PDLIM1NCCBC11HumanBreastDCIS3.20e-054.33e-010.1232
9124PDLIM1NCCBC14HumanBreastDCIS9.46e-072.62e-010.2021
9124PDLIM1NCCBC2HumanBreastDCIS4.45e-02-3.81e-010.1554
9124PDLIM1NCCBC5HumanBreastDCIS7.76e-08-1.93e-010.2046
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00069799BreastPrecancerresponse to oxidative stress70/1080446/187231.59e-144.26e-1270
GO:00362939BreastPrecancerresponse to decreased oxygen levels53/1080322/187234.09e-126.84e-1053
GO:00016669BreastPrecancerresponse to hypoxia51/1080307/187237.33e-121.11e-0951
GO:00704829BreastPrecancerresponse to oxygen levels55/1080347/187237.47e-121.11e-0955
GO:00016678BreastPrecancerameboidal-type cell migration47/1080475/187232.19e-043.35e-0347
GO:00070159BreastPrecanceractin filament organization44/1080442/187233.02e-044.35e-0344
GO:00300389BreastPrecancercontractile actin filament bundle assembly14/1080106/187233.07e-032.62e-0214
GO:00431499BreastPrecancerstress fiber assembly14/1080106/187233.07e-032.62e-0214
GO:00071638BreastPrecancerestablishment or maintenance of cell polarity23/1080218/187233.82e-033.06e-0223
GO:00510179BreastPrecanceractin filament bundle assembly18/1080157/187234.17e-033.28e-0218
GO:00615729BreastPrecanceractin filament bundle organization18/1080161/187235.43e-034.01e-0218
GO:000697914BreastIDCresponse to oxidative stress83/1434446/187232.36e-147.06e-1283
GO:007048214BreastIDCresponse to oxygen levels64/1434347/187233.45e-115.57e-0964
GO:003629314BreastIDCresponse to decreased oxygen levels60/1434322/187239.26e-111.25e-0860
GO:000166614BreastIDCresponse to hypoxia58/1434307/187231.09e-101.38e-0858
GO:000166714BreastIDCameboidal-type cell migration64/1434475/187236.65e-062.05e-0464
GO:000701514BreastIDCactin filament organization55/1434442/187232.45e-043.84e-0355
GO:000716314BreastIDCestablishment or maintenance of cell polarity32/1434218/187232.84e-044.33e-0332
GO:003003814BreastIDCcontractile actin filament bundle assembly19/1434106/187234.05e-045.60e-0319
GO:004314914BreastIDCstress fiber assembly19/1434106/187234.05e-045.60e-0319
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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
PDLIM1SNVMissense_Mutationrs374874749c.749N>Tp.Ser250Leup.S250LO00151protein_codingtolerated(0.19)benign(0.04)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PDLIM1SNVMissense_Mutationc.561N>Gp.Ser187Argp.S187RO00151protein_codingtolerated(0.57)benign(0)TCGA-GM-A2DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilPD
PDLIM1insertionFrame_Shift_Insnovelc.436_437insCTTGGCTAAGTTTTACTTTTTTTTGTAGAGATTGGGAp.Asn146ThrfsTer21p.N146Tfs*21O00151protein_codingTCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
PDLIM1SNVMissense_Mutationrs151177027c.571G>Ap.Asp191Asnp.D191NO00151protein_codingtolerated(0.08)benign(0.155)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDLIM1SNVMissense_Mutationc.430T>Cp.Tyr144Hisp.Y144HO00151protein_codingtolerated(0.05)benign(0.172)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
PDLIM1SNVMissense_Mutationc.594N>Tp.Lys198Asnp.K198NO00151protein_codingdeleterious(0.02)probably_damaging(0.976)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PDLIM1SNVMissense_Mutationc.142N>Tp.Asp48Tyrp.D48YO00151protein_codingdeleterious(0)possibly_damaging(0.791)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
PDLIM1SNVMissense_Mutationc.509N>Ap.Ser170Asnp.S170NO00151protein_codingtolerated(0.5)benign(0)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDLIM1SNVMissense_Mutationrs151177027c.571N>Ap.Asp191Asnp.D191NO00151protein_codingtolerated(0.08)benign(0.155)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
PDLIM1SNVMissense_Mutationc.856N>Cp.Cys286Argp.C286RO00151protein_codingdeleterious(0)probably_damaging(0.984)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
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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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