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: AKIRIN2

Gene summary for AKIRIN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKIRIN2

Gene ID

55122

Gene nameakirin 2
Gene AliasC6orf166
Cytomap6q15
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q53H80


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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
55122AKIRIN2LZE4THumanEsophagusESCC5.24e-136.20e-010.0811
55122AKIRIN2LZE7THumanEsophagusESCC4.45e-023.93e-010.0667
55122AKIRIN2LZE8THumanEsophagusESCC2.42e-02-6.82e-020.067
55122AKIRIN2LZE20THumanEsophagusESCC5.79e-122.46e-010.0662
55122AKIRIN2LZE22THumanEsophagusESCC2.66e-033.28e-010.068
55122AKIRIN2LZE24THumanEsophagusESCC1.19e-197.71e-010.0596
55122AKIRIN2LZE21THumanEsophagusESCC2.59e-054.12e-010.0655
55122AKIRIN2P1T-EHumanEsophagusESCC9.20e-055.21e-010.0875
55122AKIRIN2P2T-EHumanEsophagusESCC5.93e-318.32e-010.1177
55122AKIRIN2P4T-EHumanEsophagusESCC5.35e-307.76e-010.1323
55122AKIRIN2P5T-EHumanEsophagusESCC8.81e-134.43e-010.1327
55122AKIRIN2P8T-EHumanEsophagusESCC1.23e-194.09e-010.0889
55122AKIRIN2P9T-EHumanEsophagusESCC9.45e-133.85e-010.1131
55122AKIRIN2P10T-EHumanEsophagusESCC7.18e-203.52e-010.116
55122AKIRIN2P11T-EHumanEsophagusESCC9.94e-179.79e-010.1426
55122AKIRIN2P12T-EHumanEsophagusESCC5.20e-197.42e-010.1122
55122AKIRIN2P15T-EHumanEsophagusESCC2.10e-357.74e-010.1149
55122AKIRIN2P16T-EHumanEsophagusESCC1.37e-379.56e-010.1153
55122AKIRIN2P17T-EHumanEsophagusESCC7.87e-083.77e-010.1278
55122AKIRIN2P19T-EHumanEsophagusESCC2.79e-066.81e-010.1662
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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:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:0010952111EsophagusESCCpositive regulation of peptidase activity133/8552197/187234.31e-101.14e-08133
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0010950111EsophagusESCCpositive regulation of endopeptidase activity116/8552179/187231.77e-072.79e-06116
GO:00028318EsophagusESCCregulation of response to biotic stimulus191/8552327/187232.12e-062.45e-05191
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:00450885EsophagusESCCregulation of innate immune response125/8552218/187233.34e-041.96e-03125
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:004586212LiverCirrhoticpositive regulation of proteolysis163/4634372/187234.18e-165.14e-14163
GO:005254712LiverCirrhoticregulation of peptidase activity185/4634461/187231.32e-131.09e-11185
GO:005254812LiverCirrhoticregulation of endopeptidase activity172/4634432/187232.12e-121.58e-10172
GO:00109527LiverCirrhoticpositive regulation of peptidase activity81/4634197/187232.89e-077.03e-0681
GO:00109507LiverCirrhoticpositive regulation of endopeptidase activity70/4634179/187231.42e-051.97e-0470
GO:00324966LiverCirrhoticresponse to lipopolysaccharide111/4634343/187238.15e-045.95e-03111
GO:00321032LiverCirrhoticpositive regulation of response to external stimulus131/4634427/187232.90e-031.66e-02131
GO:00022376LiverCirrhoticresponse to molecule of bacterial origin113/4634363/187233.23e-031.81e-02113
GO:00028311LiverCirrhoticregulation of response to biotic stimulus101/4634327/187236.58e-033.25e-02101
GO:004586222LiverHCCpositive regulation of proteolysis232/7958372/187235.66e-153.98e-13232
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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
AKIRIN2SNVMissense_Mutationc.374C>Tp.Ser125Leup.S125LQ53H80protein_codingtolerated(0.28)benign(0)TCGA-C5-A1M6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
AKIRIN2SNVMissense_Mutationc.569N>Cp.Ile190Thrp.I190TQ53H80protein_codingdeleterious(0)benign(0.288)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AKIRIN2SNVMissense_Mutationc.272N>Ap.Arg91Glnp.R91QQ53H80protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AKIRIN2SNVMissense_Mutationc.507N>Cp.Glu169Aspp.E169DQ53H80protein_codingdeleterious(0.01)benign(0.024)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
AKIRIN2SNVMissense_Mutationc.272N>Ap.Arg91Glnp.R91QQ53H80protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
AKIRIN2SNVMissense_Mutationrs753802898c.542N>Tp.Ala181Valp.A181VQ53H80protein_codingdeleterious(0.01)benign(0.236)TCGA-EI-6507-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
AKIRIN2SNVMissense_Mutationrs535116495c.221N>Tp.Ser74Phep.S74FQ53H80protein_codingtolerated(0.08)possibly_damaging(0.735)TCGA-F5-6810-01Colorectumrectum adenocarcinomaUnknownUnknownI/IIUnknownUnknownUnknown
AKIRIN2deletionFrame_Shift_Delc.204delNp.Phe69SerfsTer17p.F69Sfs*17Q53H80protein_codingTCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
AKIRIN2SNVMissense_Mutationnovelc.578G>Ap.Arg193Glnp.R193QQ53H80protein_codingtolerated(0.07)probably_damaging(0.99)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
AKIRIN2SNVMissense_Mutationc.476N>Ap.Arg159Hisp.R159HQ53H80protein_codingtolerated(0.28)probably_damaging(0.938)TCGA-B5-A11N-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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