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: PHLDA2

Gene summary for PHLDA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PHLDA2

Gene ID

7262

Gene namepleckstrin homology like domain family A member 2
Gene AliasBRW1C
Cytomap11p15.4
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q53GA4


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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
7262PHLDA2GSM4909280HumanBreastPrecancer2.97e-097.28e-010.0305
7262PHLDA2GSM4909281HumanBreastIDC3.84e-12-4.58e-010.21
7262PHLDA2GSM4909282HumanBreastIDC5.50e-054.01e-01-0.0288
7262PHLDA2GSM4909286HumanBreastIDC1.43e-31-6.14e-010.1081
7262PHLDA2GSM4909288HumanBreastIDC2.16e-06-5.32e-010.0988
7262PHLDA2GSM4909293HumanBreastIDC3.40e-14-4.66e-010.1581
7262PHLDA2GSM4909294HumanBreastIDC1.76e-05-3.09e-010.2022
7262PHLDA2GSM4909296HumanBreastIDC1.81e-06-1.99e-010.1524
7262PHLDA2GSM4909297HumanBreastIDC4.79e-071.46e-010.1517
7262PHLDA2GSM4909298HumanBreastIDC3.72e-08-4.17e-010.1551
7262PHLDA2GSM4909301HumanBreastIDC9.81e-10-3.92e-010.1577
7262PHLDA2GSM4909302HumanBreastIDC7.17e-03-3.31e-010.1545
7262PHLDA2GSM4909306HumanBreastIDC2.62e-05-3.36e-010.1564
7262PHLDA2GSM4909308HumanBreastIDC3.64e-031.94e-010.158
7262PHLDA2GSM4909311HumanBreastIDC8.70e-23-4.84e-010.1534
7262PHLDA2GSM4909312HumanBreastIDC1.82e-25-5.29e-010.1552
7262PHLDA2GSM4909315HumanBreastIDC7.24e-04-2.91e-010.21
7262PHLDA2GSM4909317HumanBreastIDC1.17e-023.50e-010.1355
7262PHLDA2GSM4909319HumanBreastIDC7.15e-30-3.94e-010.1563
7262PHLDA2GSM4909320HumanBreastIDC7.05e-03-2.24e-010.1575
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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:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00510989BreastPrecancerregulation of binding44/1080363/187232.59e-068.65e-0544
GO:00434677BreastPrecancerregulation of generation of precursor metabolites and energy22/1080130/187234.95e-061.51e-0422
GO:00018927BreastPrecancerembryonic placenta development14/108082/187232.30e-043.48e-0314
GO:00486087BreastPrecancerreproductive structure development43/1080424/187232.36e-043.56e-0343
GO:00614587BreastPrecancerreproductive system development43/1080427/187232.75e-044.00e-0343
GO:00018907BreastPrecancerplacenta development19/1080144/187236.26e-047.78e-0319
GO:00060066BreastPrecancerglucose metabolic process23/1080196/187239.54e-041.07e-0223
GO:00059966BreastPrecancermonosaccharide metabolic process27/1080257/187231.94e-031.88e-0227
GO:00017017BreastPrecancerin utero embryonic development35/1080367/187232.47e-032.27e-0235
GO:00193186BreastPrecancerhexose metabolic process25/1080237/187232.64e-032.36e-0225
GO:00620126BreastPrecancerregulation of small molecule metabolic process32/1080334/187233.45e-032.87e-0232
GO:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:001598013BreastIDCenergy derivation by oxidation of organic compounds73/1434318/187238.70e-183.80e-1573
GO:005109814BreastIDCregulation of binding57/1434363/187231.59e-078.76e-0657
GO:004860812BreastIDCreproductive structure development60/1434424/187232.71e-061.03e-0460
GO:006145813BreastIDCreproductive system development60/1434427/187233.41e-061.24e-0460
GO:000189013BreastIDCplacenta development25/1434144/187239.19e-051.78e-0325
GO:004346713BreastIDCregulation of generation of precursor metabolites and energy23/1434130/187231.29e-042.34e-0323
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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
PHLDA2MYOFIBCervixHSIL_HPVSERPINI1,NDUFA4L2,CRIP1, etc.1.00e-01The 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.
PHLDA2M1MACPancreasPDACUTP6,BCL2L13,CCL20, etc.7.45e-02The 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.
∗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
PHLDA2SNVMissense_Mutationc.28N>Cp.Glu10Glnp.E10QQ53GA4protein_codingdeleterious(0)probably_damaging(0.987)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
PHLDA2SNVMissense_Mutationc.137N>Cp.Arg46Prop.R46PQ53GA4protein_codingdeleterious(0)benign(0.013)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PHLDA2SNVMissense_Mutationnovelc.80A>Tp.Lys27Metp.K27MQ53GA4protein_codingdeleterious(0)probably_damaging(0.991)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PHLDA2SNVMissense_Mutationnovelc.278N>Tp.Ala93Valp.A93VQ53GA4protein_codingtolerated(0.11)benign(0.019)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
PHLDA2SNVMissense_Mutationnovelc.250N>Gp.Cys84Glyp.C84GQ53GA4protein_codingdeleterious(0.02)probably_damaging(0.961)TCGA-D1-A167-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
PHLDA2SNVMissense_Mutationc.259N>Ap.Glu87Lysp.E87KQ53GA4protein_codingdeleterious(0.02)benign(0.204)TCGA-95-7948-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
PHLDA2SNVMissense_Mutationnovelc.161N>Gp.Ser54Cysp.S54CQ53GA4protein_codingtolerated(0.05)probably_damaging(0.971)TCGA-BA-5152-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownSD
PHLDA2SNVMissense_Mutationrs755568865c.16N>Ap.Glu6Lysp.E6KQ53GA4protein_codingtolerated(1)benign(0.148)TCGA-CV-7423-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
PHLDA2SNVMissense_Mutationrs878960560c.98C>Tp.Ser33Phep.S33FQ53GA4protein_codingdeleterious(0)benign(0.321)TCGA-P3-A6T5-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
PHLDA2SNVMissense_Mutationc.228N>Ap.Asp76Glup.D76EQ53GA4protein_codingtolerated(0.5)possibly_damaging(0.754)TCGA-BR-4294-01Stomachstomach 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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