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: APIP

Gene summary for APIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

APIP

Gene ID

51074

Gene nameAPAF1 interacting protein
Gene AliasAPIP2
Cytomap11p13
Gene Typeprotein-coding
GO ID

GO:0000096

UniProtAcc

Q96GX9


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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
51074APIPLZE7THumanEsophagusESCC2.88e-064.18e-010.0667
51074APIPLZE8THumanEsophagusESCC7.89e-092.69e-010.067
51074APIPLZE24THumanEsophagusESCC1.96e-143.87e-010.0596
51074APIPLZE6THumanEsophagusESCC1.01e-032.23e-010.0845
51074APIPP1T-EHumanEsophagusESCC1.73e-041.03e-010.0875
51074APIPP2T-EHumanEsophagusESCC2.94e-234.66e-010.1177
51074APIPP4T-EHumanEsophagusESCC1.51e-214.60e-010.1323
51074APIPP5T-EHumanEsophagusESCC2.92e-121.17e-010.1327
51074APIPP8T-EHumanEsophagusESCC5.58e-307.02e-010.0889
51074APIPP9T-EHumanEsophagusESCC2.93e-131.40e-010.1131
51074APIPP10T-EHumanEsophagusESCC2.24e-202.91e-010.116
51074APIPP11T-EHumanEsophagusESCC7.55e-157.19e-010.1426
51074APIPP12T-EHumanEsophagusESCC9.06e-223.20e-010.1122
51074APIPP15T-EHumanEsophagusESCC2.23e-194.96e-010.1149
51074APIPP16T-EHumanEsophagusESCC1.50e-131.55e-010.1153
51074APIPP17T-EHumanEsophagusESCC1.91e-074.11e-010.1278
51074APIPP19T-EHumanEsophagusESCC9.45e-043.71e-010.1662
51074APIPP20T-EHumanEsophagusESCC4.45e-152.79e-010.1124
51074APIPP21T-EHumanEsophagusESCC2.47e-276.89e-010.1617
51074APIPP22T-EHumanEsophagusESCC1.33e-223.14e-010.1236
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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:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:00442725EsophagusESCCsulfur compound biosynthetic process96/8552148/187231.86e-062.16e-0596
GO:00086525EsophagusESCCcellular amino acid biosynthetic process51/855276/187231.30e-048.88e-0451
GO:00463948EsophagusESCCcarboxylic acid biosynthetic process175/8552314/187231.98e-041.26e-03175
GO:00160538EsophagusESCCorganic acid biosynthetic process175/8552316/187233.04e-041.82e-03175
GO:19016075EsophagusESCCalpha-amino acid biosynthetic process45/855268/187235.13e-042.84e-0345
GO:00090674EsophagusESCCaspartate family amino acid biosynthetic process17/855221/187231.03e-035.19e-0317
GO:00512623EsophagusESCCprotein tetramerization54/855287/187231.50e-037.06e-0354
GO:00512592EsophagusESCCprotein complex oligomerization130/8552238/187233.29e-031.36e-02130
GO:00090862EsophagusESCCmethionine biosynthetic process10/855212/187238.94e-033.12e-0210
GO:00430941EsophagusESCCcellular metabolic compound salvage18/855226/187231.32e-024.31e-0218
GO:001605312LiverCirrhoticorganic acid biosynthetic process139/4634316/187234.28e-143.83e-12139
GO:004639412LiverCirrhoticcarboxylic acid biosynthetic process137/4634314/187231.40e-131.14e-11137
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:19016051LiverCirrhoticalpha-amino acid metabolic process82/4634195/187237.72e-082.30e-0682
GO:000652011LiverCirrhoticcellular amino acid metabolic process103/4634284/187238.88e-061.30e-04103
GO:00086521LiverCirrhoticcellular amino acid biosynthetic process36/463476/187231.55e-052.11e-0436
GO:19016071LiverCirrhoticalpha-amino acid biosynthetic process33/463468/187231.84e-052.49e-0433
GO:00442721LiverCirrhoticsulfur compound biosynthetic process58/4634148/187236.93e-057.83e-0458
GO:00000961LiverCirrhoticsulfur amino acid metabolic process19/463434/187231.01e-041.05e-0319
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00270LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002701LiverCirrhoticCysteine and methionine metabolism27/253052/84656.98e-044.15e-032.56e-0327
hsa002702LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
hsa002703LiverHCCCysteine and methionine metabolism35/402052/84653.03e-039.94e-035.53e-0335
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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
APIPSNVMissense_Mutationc.150G>Cp.Leu50Phep.L50FQ96GX9protein_codingdeleterious(0)benign(0.156)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
APIPSNVMissense_Mutationc.154N>Tp.His52Tyrp.H52YQ96GX9protein_codingtolerated(0.89)benign(0.003)TCGA-AZ-4682-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapycamptosarPD
APIPSNVMissense_Mutationnovelc.572N>Ap.Leu191Glnp.L191QQ96GX9protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
APIPdeletionFrame_Shift_Delc.607delNp.Thr203HisfsTer22p.T203Hfs*22Q96GX9protein_codingTCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
APIPSNVMissense_Mutationrs773115995c.589N>Ap.Val197Ilep.V197IQ96GX9protein_codingtolerated(0.62)benign(0.122)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
APIPSNVMissense_Mutationc.608N>Ap.Thr203Lysp.T203KQ96GX9protein_codingdeleterious(0.01)possibly_damaging(0.772)TCGA-B5-A0K4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
APIPSNVMissense_Mutationc.298N>Ap.Leu100Ilep.L100IQ96GX9protein_codingdeleterious(0.02)possibly_damaging(0.785)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
APIPSNVMissense_Mutationnovelc.659N>Cp.Ile220Thrp.I220TQ96GX9protein_codingtolerated(0.07)benign(0.039)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
APIPSNVMissense_Mutationnovelc.236N>Gp.Asn79Serp.N79SQ96GX9protein_codingtolerated(0.6)benign(0)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
APIPSNVMissense_Mutationnovelc.665T>Cp.Val222Alap.V222AQ96GX9protein_codingdeleterious(0)possibly_damaging(0.733)TCGA-EO-A22U-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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