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: PDZD2

Gene summary for PDZD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDZD2

Gene ID

23037

Gene namePDZ domain containing 2
Gene AliasAIPC
Cytomap5p13.3
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

A0A024RE15


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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
23037PDZD2AEH-subject5HumanEndometriumAEH1.89e-306.04e-01-0.2953
23037PDZD2EEC-subject4HumanEndometriumEEC3.00e-062.79e-01-0.2571
23037PDZD2LZE5THumanEsophagusESCC1.32e-064.91e-010.0514
23037PDZD2LZE20THumanEsophagusESCC3.02e-021.63e-010.0662
23037PDZD2LZE22THumanEsophagusESCC6.40e-043.12e-010.068
23037PDZD2P1T-EHumanEsophagusESCC5.68e-055.76e-010.0875
23037PDZD2P2T-EHumanEsophagusESCC3.22e-183.11e-010.1177
23037PDZD2P4T-EHumanEsophagusESCC1.91e-051.86e-010.1323
23037PDZD2P5T-EHumanEsophagusESCC6.38e-051.39e-010.1327
23037PDZD2P8T-EHumanEsophagusESCC5.21e-113.01e-010.0889
23037PDZD2P10T-EHumanEsophagusESCC1.11e-275.29e-010.116
23037PDZD2P12T-EHumanEsophagusESCC2.61e-051.62e-010.1122
23037PDZD2P23T-EHumanEsophagusESCC2.96e-073.00e-010.108
23037PDZD2P24T-EHumanEsophagusESCC1.05e-061.84e-010.1287
23037PDZD2P27T-EHumanEsophagusESCC7.54e-122.43e-010.1055
23037PDZD2P31T-EHumanEsophagusESCC2.65e-123.35e-010.1251
23037PDZD2P36T-EHumanEsophagusESCC1.23e-032.42e-010.1187
23037PDZD2P39T-EHumanEsophagusESCC8.33e-062.76e-010.0894
23037PDZD2P52T-EHumanEsophagusESCC4.74e-092.51e-010.1555
23037PDZD2P54T-EHumanEsophagusESCC7.79e-031.61e-010.0975
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
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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
PDZD2SNVMissense_Mutationc.7537N>Ap.Glu2513Lysp.E2513KO15018protein_codingdeleterious(0)benign(0.265)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PDZD2SNVMissense_Mutationnovelc.5095N>Tp.Val1699Phep.V1699FO15018protein_codingdeleterious(0.02)benign(0.188)TCGA-AC-A3TM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanCR
PDZD2SNVMissense_Mutationc.194N>Gp.Glu65Glyp.E65GO15018protein_codingtolerated(0.32)benign(0.003)TCGA-AO-A0J8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
PDZD2SNVMissense_Mutationrs768167722c.7709G>Ap.Arg2570Lysp.R2570KO15018protein_codingtolerated(0.16)benign(0.071)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PDZD2SNVMissense_Mutationrs372658069c.2435N>Ap.Arg812Glnp.R812QO15018protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
PDZD2SNVMissense_Mutationc.4741C>Tp.Arg1581Cysp.R1581CO15018protein_codingtolerated(0.2)benign(0.424)TCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
PDZD2SNVMissense_Mutationrs777626634c.193N>Ap.Glu65Lysp.E65KO15018protein_codingtolerated(0.08)benign(0.223)TCGA-BH-A0EA-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereCR
PDZD2SNVMissense_Mutationc.5855N>Ap.Arg1952Lysp.R1952KO15018protein_codingtolerated(1)benign(0)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PDZD2SNVMissense_Mutationrs150231394c.7049N>Ap.Arg2350Glnp.R2350QO15018protein_codingdeleterious(0)probably_damaging(0.971)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PDZD2SNVMissense_Mutationc.7294N>Cp.Glu2432Glnp.E2432QO15018protein_codingtolerated(0.08)possibly_damaging(0.598)TCGA-BH-A0W7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
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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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