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: PDCD6IP

Gene summary for PDCD6IP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PDCD6IP

Gene ID

10015

Gene nameprogrammed cell death 6 interacting protein
Gene AliasAIP1
Cytomap3p22.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

Q8WUM4


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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
10015PDCD6IPHTA11_3410_2000001011HumanColorectumAD2.61e-07-3.03e-010.0155
10015PDCD6IPHTA11_347_2000001011HumanColorectumAD5.23e-136.29e-01-0.1954
10015PDCD6IPA015-C-203HumanColorectumFAP2.38e-24-3.90e-01-0.1294
10015PDCD6IPA015-C-204HumanColorectumFAP3.47e-07-3.83e-01-0.0228
10015PDCD6IPA014-C-040HumanColorectumFAP1.43e-03-3.99e-01-0.1184
10015PDCD6IPA002-C-201HumanColorectumFAP4.57e-08-2.77e-010.0324
10015PDCD6IPA002-C-203HumanColorectumFAP8.32e-04-1.33e-010.2786
10015PDCD6IPA001-C-119HumanColorectumFAP6.15e-07-3.78e-01-0.1557
10015PDCD6IPA001-C-108HumanColorectumFAP2.07e-17-2.60e-01-0.0272
10015PDCD6IPA002-C-205HumanColorectumFAP1.98e-18-4.69e-01-0.1236
10015PDCD6IPA015-C-006HumanColorectumFAP1.30e-10-4.23e-01-0.0994
10015PDCD6IPA015-C-106HumanColorectumFAP1.79e-11-2.44e-01-0.0511
10015PDCD6IPA002-C-114HumanColorectumFAP1.16e-12-3.14e-01-0.1561
10015PDCD6IPA015-C-104HumanColorectumFAP4.73e-28-3.61e-01-0.1899
10015PDCD6IPA001-C-014HumanColorectumFAP1.85e-14-3.49e-010.0135
10015PDCD6IPA002-C-016HumanColorectumFAP2.69e-19-3.90e-010.0521
10015PDCD6IPA015-C-002HumanColorectumFAP7.55e-09-4.40e-01-0.0763
10015PDCD6IPA001-C-203HumanColorectumFAP3.88e-10-1.96e-01-0.0481
10015PDCD6IPA002-C-116HumanColorectumFAP7.74e-28-4.61e-01-0.0452
10015PDCD6IPA014-C-008HumanColorectumFAP2.83e-10-4.20e-01-0.191
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0045216ColorectumADcell-cell junction organization80/3918200/187235.57e-104.58e-0880
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:1990182ColorectumADexosomal secretion16/391820/187232.67e-081.47e-0616
GO:0097734ColorectumADextracellular exosome biogenesis16/391821/187239.02e-084.52e-0616
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0007043ColorectumADcell-cell junction assembly57/3918146/187234.18e-071.61e-0557
GO:0007163ColorectumADestablishment or maintenance of cell polarity77/3918218/187235.72e-072.08e-0577
GO:0140112ColorectumADextracellular vesicle biogenesis16/391823/187237.04e-072.49e-0516
GO:1903541ColorectumADregulation of exosomal secretion13/391817/187231.46e-064.58e-0513
GO:0043297ColorectumADapical junction assembly34/391878/187235.31e-061.37e-0434
GO:1903543ColorectumADpositive regulation of exosomal secretion11/391815/187231.95e-054.01e-0411
GO:0120193ColorectumADtight junction organization33/391880/187232.93e-055.42e-0433
GO:0036257ColorectumADmultivesicular body organization17/391831/187233.45e-056.29e-0417
GO:0120192ColorectumADtight junction assembly31/391874/187233.53e-056.43e-0431
GO:0000910ColorectumADcytokinesis59/3918173/187233.74e-056.75e-0459
GO:0031032ColorectumADactomyosin structure organization65/3918196/187234.17e-057.37e-0465
GO:0007032ColorectumADendosome organization33/391882/187235.30e-059.01e-0433
GO:0036258ColorectumADmultivesicular body assembly16/391830/187239.18e-051.40e-0316
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa041446ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041447ColorectumFAPEndocytosis78/1404251/84656.20e-092.96e-071.80e-0778
hsa041448ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa041449ColorectumCRCEndocytosis65/1091251/84651.27e-081.06e-067.19e-0765
hsa0414429EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144113EsophagusHGINEndocytosis76/1383251/84651.74e-083.34e-072.65e-0776
hsa04144210EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa032509EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0414437EsophagusESCCEndocytosis186/4205251/84659.74e-164.66e-142.39e-14186
hsa0325014EsophagusESCCViral life cycle - HIV-154/420563/84652.01e-092.17e-081.11e-0854
hsa0414412LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414413LiverCirrhoticEndocytosis119/2530251/84652.33e-094.56e-082.81e-08119
hsa0414422LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa032502LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0414432LiverHCCEndocytosis178/4020251/84652.03e-145.22e-132.91e-13178
hsa0325011LiverHCCViral life cycle - HIV-146/402063/84653.25e-051.88e-041.04e-0446
hsa0414427Oral cavityOSCCEndocytosis174/3704251/84659.42e-174.51e-152.29e-15174
hsa032508Oral cavityOSCCViral life cycle - HIV-145/370463/84657.62e-063.59e-051.83e-0545
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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
PDCD6IPSNVMissense_Mutationrs3203779c.2369N>Tp.Ala790Valp.A790VQ8WUM4protein_codingtolerated(0.55)benign(0)TCGA-AO-A0J7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
PDCD6IPSNVMissense_Mutationc.323N>Tp.Ser108Phep.S108FQ8WUM4protein_codingdeleterious(0.02)possibly_damaging(0.496)TCGA-AR-A1AX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
PDCD6IPSNVMissense_Mutationnovelc.2466N>Tp.Met822Ilep.M822IQ8WUM4protein_codingdeleterious(0.02)benign(0.015)TCGA-S3-AA15-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PDCD6IPSNVMissense_Mutationc.427N>Ap.Asp143Asnp.D143NQ8WUM4protein_codingdeleterious(0.03)probably_damaging(0.971)TCGA-C5-A1BM-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
PDCD6IPSNVMissense_Mutationc.323N>Gp.Ser108Cysp.S108CQ8WUM4protein_codingdeleterious(0.02)possibly_damaging(0.676)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PDCD6IPSNVMissense_Mutationnovelc.1561N>Tp.His521Tyrp.H521YQ8WUM4protein_codingdeleterious(0.03)possibly_damaging(0.579)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PDCD6IPSNVMissense_Mutationc.2084N>Tp.Lys695Ilep.K695IQ8WUM4protein_codingdeleterious(0)probably_damaging(0.977)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PDCD6IPSNVMissense_Mutationc.1625N>Tp.Ala542Valp.A542VQ8WUM4protein_codingdeleterious(0.01)benign(0.131)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
PDCD6IPSNVMissense_Mutationc.593N>Cp.Val198Alap.V198AQ8WUM4protein_codingtolerated(0.14)benign(0.423)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
PDCD6IPSNVMissense_Mutationnovelc.1064N>Cp.Lys355Thrp.K355TQ8WUM4protein_codingtolerated(0.17)benign(0.323)TCGA-AZ-6607-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
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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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