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: AKTIP

Gene summary for AKTIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKTIP

Gene ID

64400

Gene nameAKT interacting protein
Gene AliasFT1
Cytomap16q12.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A0A024R6T5


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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
64400AKTIPLZE4THumanEsophagusESCC4.53e-072.27e-010.0811
64400AKTIPLZE7THumanEsophagusESCC2.04e-031.97e-010.0667
64400AKTIPLZE24THumanEsophagusESCC1.07e-113.51e-010.0596
64400AKTIPP1T-EHumanEsophagusESCC3.07e-021.50e-010.0875
64400AKTIPP2T-EHumanEsophagusESCC2.62e-088.02e-020.1177
64400AKTIPP4T-EHumanEsophagusESCC4.83e-142.99e-010.1323
64400AKTIPP5T-EHumanEsophagusESCC1.57e-051.15e-010.1327
64400AKTIPP8T-EHumanEsophagusESCC3.86e-173.70e-010.0889
64400AKTIPP10T-EHumanEsophagusESCC8.78e-051.57e-010.116
64400AKTIPP11T-EHumanEsophagusESCC2.43e-031.73e-010.1426
64400AKTIPP12T-EHumanEsophagusESCC1.00e-162.05e-010.1122
64400AKTIPP15T-EHumanEsophagusESCC4.61e-051.35e-010.1149
64400AKTIPP16T-EHumanEsophagusESCC3.94e-038.23e-020.1153
64400AKTIPP17T-EHumanEsophagusESCC7.61e-031.88e-010.1278
64400AKTIPP19T-EHumanEsophagusESCC2.33e-042.79e-010.1662
64400AKTIPP20T-EHumanEsophagusESCC1.47e-102.39e-010.1124
64400AKTIPP21T-EHumanEsophagusESCC5.12e-122.74e-010.1617
64400AKTIPP22T-EHumanEsophagusESCC3.24e-051.10e-010.1236
64400AKTIPP23T-EHumanEsophagusESCC7.42e-092.89e-010.108
64400AKTIPP24T-EHumanEsophagusESCC1.20e-051.21e-010.1287
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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
∗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:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:000703417EsophagusESCCvacuolar transport119/8552157/187231.16e-146.30e-13119
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:004339320EsophagusESCCregulation of protein binding135/8552196/187233.69e-111.22e-09135
GO:00070419EsophagusESCClysosomal transport83/8552114/187233.52e-097.41e-0883
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:00989278EsophagusESCCvesicle-mediated transport between endosomal compartments36/855243/187232.90e-074.20e-0636
GO:00450226EsophagusESCCearly endosome to late endosome transport33/855240/187231.80e-062.11e-0533
GO:003209216EsophagusESCCpositive regulation of protein binding60/855285/187232.83e-063.22e-0560
GO:00070403EsophagusESCClysosome organization53/855274/187235.34e-065.57e-0553
GO:00801713EsophagusESCClytic vacuole organization53/855274/187235.34e-065.57e-0553
GO:00083333EsophagusESCCendosome to lysosome transport40/855255/187234.27e-053.42e-0440
GO:001605011LiverCirrhoticvesicle organization133/4634300/187237.35e-146.41e-12133
GO:005109812LiverCirrhoticregulation of binding148/4634363/187239.14e-125.97e-10148
GO:000703411LiverCirrhoticvacuolar transport75/4634157/187233.13e-101.53e-0875
GO:00070332LiverCirrhoticvacuole organization80/4634180/187235.73e-092.25e-0780
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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
AKTIPSNVMissense_Mutationc.8C>Gp.Pro3Argp.P3RQ9H8T0protein_codingdeleterious_low_confidence(0)possibly_damaging(0.714)TCGA-E2-A158-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyarimidexSD
AKTIPinsertionNonsense_Mutationnovelc.286_287insCTCTTTAGCTTTAAATAACGTGACTGCCTTGTCCTGAAGCTCTTTp.Val96delinsAlaLeuTerLeuTerIleThrTerLeuProCysProGluAlaLeuLeup.V96delinsAL*L*IT*LPCPEALLQ9H8T0protein_codingTCGA-BH-A0B1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyadriamycinSD
AKTIPSNVMissense_Mutationc.718N>Gp.Pro240Alap.P240AQ9H8T0protein_codingtolerated(0.1)benign(0.003)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AKTIPSNVMissense_Mutationrs752514939c.442N>Tp.His148Tyrp.H148YQ9H8T0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AKTIPSNVMissense_Mutationrs528168629c.668G>Ap.Arg223Hisp.R223HQ9H8T0protein_codingtolerated(1)benign(0)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AKTIPSNVMissense_Mutationrs779924211c.37N>Tp.Arg13Cysp.R13CQ9H8T0protein_codingtolerated_low_confidence(0.11)probably_damaging(0.994)TCGA-CK-4952-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
AKTIPSNVMissense_Mutationrs771776966c.875N>Tp.Ala292Valp.A292VQ9H8T0protein_codingtolerated_low_confidence(0.3)benign(0.018)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AKTIPdeletionFrame_Shift_Delc.612delNp.Asp205IlefsTer26p.D205Ifs*26Q9H8T0protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
AKTIPSNVMissense_Mutationnovelc.466N>Tp.Gly156Cysp.G156CQ9H8T0protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
AKTIPSNVMissense_Mutationc.848N>Ap.Pro283Hisp.P283HQ9H8T0protein_codingdeleterious(0.02)probably_damaging(0.929)TCGA-AP-A059-01Endometriumuterine 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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