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: PAK1IP1

Gene summary for PAK1IP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PAK1IP1

Gene ID

55003

Gene namePAK1 interacting protein 1
Gene AliasMAK11
Cytomap6p24.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

A0A0S2Z5C3


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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
55003PAK1IP1LZE4THumanEsophagusESCC1.06e-142.92e-010.0811
55003PAK1IP1LZE7THumanEsophagusESCC3.84e-053.37e-010.0667
55003PAK1IP1LZE8THumanEsophagusESCC8.28e-047.16e-020.067
55003PAK1IP1LZE20THumanEsophagusESCC2.63e-066.82e-020.0662
55003PAK1IP1LZE24THumanEsophagusESCC4.05e-123.61e-010.0596
55003PAK1IP1P1T-EHumanEsophagusESCC3.60e-073.70e-010.0875
55003PAK1IP1P2T-EHumanEsophagusESCC1.45e-255.55e-010.1177
55003PAK1IP1P4T-EHumanEsophagusESCC1.18e-197.91e-010.1323
55003PAK1IP1P5T-EHumanEsophagusESCC1.77e-133.24e-010.1327
55003PAK1IP1P8T-EHumanEsophagusESCC1.04e-212.48e-010.0889
55003PAK1IP1P9T-EHumanEsophagusESCC1.07e-114.28e-010.1131
55003PAK1IP1P10T-EHumanEsophagusESCC2.55e-306.28e-010.116
55003PAK1IP1P11T-EHumanEsophagusESCC1.99e-158.94e-010.1426
55003PAK1IP1P12T-EHumanEsophagusESCC8.66e-194.87e-010.1122
55003PAK1IP1P15T-EHumanEsophagusESCC2.89e-172.61e-010.1149
55003PAK1IP1P16T-EHumanEsophagusESCC2.51e-275.22e-010.1153
55003PAK1IP1P17T-EHumanEsophagusESCC1.09e-045.86e-010.1278
55003PAK1IP1P19T-EHumanEsophagusESCC1.05e-075.58e-010.1662
55003PAK1IP1P20T-EHumanEsophagusESCC3.05e-224.17e-010.1124
55003PAK1IP1P21T-EHumanEsophagusESCC2.38e-348.28e-010.1617
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0042273111EsophagusESCCribosomal large subunit biogenesis65/855272/187231.53e-159.82e-1465
GO:0072331111EsophagusESCCsignal transduction by p53 class mediator121/8552163/187239.61e-144.69e-12121
GO:1901796111EsophagusESCCregulation of signal transduction by p53 class mediator70/855293/187235.69e-091.18e-0770
GO:0060021EsophagusESCCroof of mouth development50/855285/187231.00e-023.42e-0250
GO:002261322LiverHCCribonucleoprotein complex biogenesis355/7958463/187237.76e-524.92e-48355
GO:004225422LiverHCCribosome biogenesis246/7958299/187234.99e-461.58e-42246
GO:004227322LiverHCCribosomal large subunit biogenesis64/795872/187232.31e-162.03e-1464
GO:007233122LiverHCCsignal transduction by p53 class mediator108/7958163/187237.14e-102.23e-08108
GO:190179622LiverHCCregulation of signal transduction by p53 class mediator64/795893/187232.53e-074.45e-0664
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:004227320Oral cavityOSCCribosomal large subunit biogenesis61/730572/187231.52e-151.06e-1361
GO:007233120Oral cavityOSCCsignal transduction by p53 class mediator107/7305163/187234.75e-121.83e-10107
GO:190179620Oral cavityOSCCregulation of signal transduction by p53 class mediator62/730593/187235.99e-081.09e-0662
GO:0022613110Oral cavityLPribonucleoprotein complex biogenesis259/4623463/187237.20e-482.25e-44259
GO:0042254110Oral cavityLPribosome biogenesis173/4623299/187238.97e-351.41e-31173
GO:0042273110Oral cavityLPribosomal large subunit biogenesis53/462372/187233.25e-185.82e-1653
GO:0072331110Oral cavityLPsignal transduction by p53 class mediator72/4623163/187233.99e-081.41e-0672
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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
PAK1IP1SNVMissense_Mutationnovelc.782T>Cp.Val261Alap.V261AQ9NWT1protein_codingdeleterious(0.02)benign(0.411)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PAK1IP1SNVMissense_Mutationc.718N>Ap.Glu240Lysp.E240KQ9NWT1protein_codingtolerated(0.1)benign(0.03)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PAK1IP1SNVMissense_Mutationrs147437498c.1054N>Tp.Arg352Cysp.R352CQ9NWT1protein_codingtolerated_low_confidence(0.2)benign(0)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PAK1IP1SNVMissense_Mutationnovelc.439N>Gp.Leu147Valp.L147VQ9NWT1protein_codingdeleterious(0)possibly_damaging(0.633)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PAK1IP1SNVMissense_Mutationnovelc.682A>Tp.Arg228Trpp.R228WQ9NWT1protein_codingdeleterious(0)probably_damaging(0.958)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
PAK1IP1SNVMissense_Mutationc.520N>Ap.Pro174Thrp.P174TQ9NWT1protein_codingdeleterious(0.02)benign(0.341)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAK1IP1SNVMissense_Mutationc.688N>Cp.Phe230Leup.F230LQ9NWT1protein_codingtolerated(0.08)benign(0.067)TCGA-EI-6511-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyoxaliplatinum+5-fuSD
PAK1IP1deletionFrame_Shift_Delc.685delNp.Phe230LeufsTer6p.F230Lfs*6Q9NWT1protein_codingTCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PAK1IP1SNVMissense_Mutationrs769673112c.1030N>Tp.Arg344Trpp.R344WQ9NWT1protein_codingdeleterious_low_confidence(0.01)benign(0.332)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
PAK1IP1SNVMissense_Mutationc.844N>Tp.Val282Phep.V282FQ9NWT1protein_codingtolerated(0.08)benign(0.212)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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