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: PHIP

Gene summary for PHIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PHIP

Gene ID

55023

Gene namepleckstrin homology domain interacting protein
Gene AliasBRWD2
Cytomap6q14.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

Q8WWQ0


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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
55023PHIPCA_HPV_1HumanCervixCC1.96e-05-8.89e-020.0264
55023PHIPCCI_1HumanCervixCC5.91e-036.57e-010.528
55023PHIPCCI_2HumanCervixCC4.54e-096.65e-010.5249
55023PHIPCCI_3HumanCervixCC8.57e-079.79e-010.516
55023PHIPL1HumanCervixCC1.75e-04-1.30e-010.0802
55023PHIPHTA11_3410_2000001011HumanColorectumAD6.25e-18-7.22e-010.0155
55023PHIPHTA11_2487_2000001011HumanColorectumSER1.73e-08-7.27e-01-0.1808
55023PHIPHTA11_2951_2000001011HumanColorectumAD4.29e-03-8.68e-010.0216
55023PHIPHTA11_3361_2000001011HumanColorectumAD5.05e-04-6.48e-01-0.1207
55023PHIPHTA11_696_2000001011HumanColorectumAD5.92e-22-6.24e-01-0.1464
55023PHIPHTA11_866_2000001011HumanColorectumAD5.20e-07-4.56e-01-0.1001
55023PHIPHTA11_7862_2000001011HumanColorectumAD9.88e-06-8.07e-01-0.0179
55023PHIPHTA11_866_3004761011HumanColorectumAD3.95e-12-6.75e-010.096
55023PHIPHTA11_9408_2000001011HumanColorectumAD8.33e-03-9.26e-010.0451
55023PHIPHTA11_8622_2000001021HumanColorectumSER4.42e-02-6.41e-010.0528
55023PHIPHTA11_10711_2000001011HumanColorectumAD4.24e-06-6.65e-010.0338
55023PHIPHTA11_7696_3000711011HumanColorectumAD9.14e-18-5.79e-010.0674
55023PHIPHTA11_6818_2000001021HumanColorectumAD4.82e-06-5.49e-010.0588
55023PHIPHTA11_99999970781_79442HumanColorectumMSS2.26e-13-5.31e-010.294
55023PHIPHTA11_99999971662_82457HumanColorectumMSS2.25e-05-3.75e-010.3859
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:000836023LungAAHregulation of cell shape16/613154/187234.67e-055.22e-0316
GO:000828621LungAAHinsulin receptor signaling pathway13/613116/187231.10e-047.39e-0313
GO:190165322LungAAHcellular response to peptide24/613359/187238.02e-042.72e-0224
GO:003286822LungAAHresponse to insulin19/613264/187231.17e-033.33e-0219
GO:200123423LungAAHnegative regulation of apoptotic signaling pathway17/613224/187231.17e-033.33e-0217
GO:007137522LungAAHcellular response to peptide hormone stimulus20/613290/187231.47e-033.76e-0220
GO:002260432LungMIACregulation of cell morphogenesis38/967309/187236.47e-079.76e-0538
GO:200123333LungMIACregulation of apoptotic signaling pathway38/967356/187231.88e-051.27e-0338
GO:000836032LungMIACregulation of cell shape20/967154/187231.34e-045.35e-0320
GO:200123432LungMIACnegative regulation of apoptotic signaling pathway25/967224/187232.45e-048.13e-0325
GO:200123722LungMIACnegative regulation of extrinsic apoptotic signaling pathway14/96797/187234.47e-041.25e-0214
GO:200123622LungMIACregulation of extrinsic apoptotic signaling pathway17/967151/187232.08e-033.26e-0217
GO:003286831LungMIACresponse to insulin25/967264/187232.62e-033.71e-0225
GO:009006811LungMIACpositive regulation of cell cycle process23/967236/187232.65e-033.71e-0223
GO:004343423LungMIACresponse to peptide hormone35/967414/187232.97e-034.00e-0235
GO:004578712LungMIACpositive regulation of cell cycle28/967313/187233.42e-034.43e-0228
GO:200123320Oral cavityOSCCregulation of apoptotic signaling pathway242/7305356/187236.66e-293.24e-26242
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:00073469Oral cavityOSCCregulation of mitotic cell cycle266/7305457/187233.87e-173.41e-15266
GO:200123420Oral cavityOSCCnegative regulation of apoptotic signaling pathway148/7305224/187231.71e-161.36e-14148
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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
PHIPSNVMissense_Mutationnovelc.4808N>Tp.Ser1603Leup.S1603LQ8WWQ0protein_codingtolerated_low_confidence(0.27)benign(0.154)TCGA-AO-A03P-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyletrozolePD
PHIPSNVMissense_Mutationrs200729688c.4529N>Ap.Arg1510Glnp.R1510QQ8WWQ0protein_codingtolerated_low_confidence(0.08)benign(0.388)TCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
PHIPSNVMissense_Mutationrs754515374c.4120N>Gp.Asn1374Aspp.N1374DQ8WWQ0protein_codingdeleterious(0.03)benign(0.003)TCGA-B6-A1KF-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PHIPSNVMissense_Mutationc.3457N>Ap.Asp1153Asnp.D1153NQ8WWQ0protein_codingdeleterious(0.04)benign(0.321)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
PHIPSNVMissense_Mutationc.2326N>Ap.Ala776Thrp.A776TQ8WWQ0protein_codingtolerated(0.63)benign(0)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PHIPSNVMissense_Mutationc.3929G>Ap.Arg1310Hisp.R1310HQ8WWQ0protein_codingdeleterious(0.01)probably_damaging(0.987)TCGA-BH-A5IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PHIPSNVMissense_Mutationc.3754N>Ap.Val1252Metp.V1252MQ8WWQ0protein_codingdeleterious(0)probably_damaging(0.994)TCGA-BH-A6R8-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PHIPSNVMissense_Mutationc.2887N>Ap.Glu963Lysp.E963KQ8WWQ0protein_codingdeleterious(0)benign(0.07)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PHIPSNVMissense_Mutationc.1292N>Ap.Ala431Aspp.A431DQ8WWQ0protein_codingdeleterious(0)possibly_damaging(0.908)TCGA-E9-A1RF-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenSD
PHIPSNVMissense_Mutationc.4031N>Gp.Pro1344Argp.P1344RQ8WWQ0protein_codingdeleterious(0)probably_damaging(1)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
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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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