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:00090661LiverCirrhoticaspartate family amino acid metabolic process21/463449/187234.13e-032.21e-0221
GO:00090671LiverCirrhoticaspartate family amino acid biosynthetic process11/463421/187235.89e-032.95e-0211
GO:001605321LiverHCCorganic acid biosynthetic process200/7958316/187235.24e-143.22e-12200
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:004639421LiverHCCcarboxylic acid biosynthetic process198/7958314/187231.19e-136.78e-12198
GO:00086522LiverHCCcellular amino acid biosynthetic process58/795876/187231.98e-095.63e-0858
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:19016072LiverHCCalpha-amino acid biosynthetic process53/795868/187232.62e-097.16e-0853
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00442722LiverHCCsulfur compound biosynthetic process95/7958148/187237.89e-081.58e-0695
GO:00000962LiverHCCsulfur amino acid metabolic process29/795834/187233.26e-075.62e-0629
GO:00090672LiverHCCaspartate family amino acid biosynthetic process19/795821/187236.44e-067.84e-0519
GO:00090861LiverHCCmethionine biosynthetic process12/795812/187233.46e-053.45e-0412
GO:00090662LiverHCCaspartate family amino acid metabolic process34/795849/187231.28e-041.06e-0334
GO:00000971LiverHCCsulfur amino acid biosynthetic process15/795817/187231.31e-041.07e-0315
GO:00065551LiverHCCmethionine metabolic process14/795816/187232.73e-041.98e-0314
GO:0043094LiverHCCcellular metabolic compound salvage20/795826/187233.82e-042.61e-0320
GO:0046500LiverHCCS-adenosylmethionine metabolic process13/795815/187235.67e-043.61e-0313
GO:0051262LiverHCCprotein tetramerization50/795887/187233.42e-031.55e-0250
GO:0051289LiverHCCprotein homotetramerization33/795857/187231.37e-024.86e-0233
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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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