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: AMIGO2

Gene summary for AMIGO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AMIGO2

Gene ID

347902

Gene nameadhesion molecule with Ig like domain 2
Gene AliasALI1
Cytomap12q13.11
Gene Typeprotein-coding
GO ID

GO:0006915

UniProtAcc

A0A024R127


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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
347902AMIGO2LZE20THumanEsophagusESCC5.12e-042.17e-010.0662
347902AMIGO2P5T-EHumanEsophagusESCC5.37e-438.43e-010.1327
347902AMIGO2P8T-EHumanEsophagusESCC5.07e-033.61e-020.0889
347902AMIGO2P9T-EHumanEsophagusESCC2.44e-036.09e-020.1131
347902AMIGO2P11T-EHumanEsophagusESCC1.39e-042.96e-010.1426
347902AMIGO2P12T-EHumanEsophagusESCC8.30e-091.31e-010.1122
347902AMIGO2P15T-EHumanEsophagusESCC1.58e-024.46e-020.1149
347902AMIGO2P16T-EHumanEsophagusESCC4.72e-034.60e-020.1153
347902AMIGO2P17T-EHumanEsophagusESCC3.92e-021.46e-010.1278
347902AMIGO2P21T-EHumanEsophagusESCC1.07e-153.09e-010.1617
347902AMIGO2P24T-EHumanEsophagusESCC1.47e-029.05e-020.1287
347902AMIGO2P26T-EHumanEsophagusESCC7.07e-036.48e-020.1276
347902AMIGO2P31T-EHumanEsophagusESCC1.38e-052.40e-010.1251
347902AMIGO2P32T-EHumanEsophagusESCC5.71e-194.80e-010.1666
347902AMIGO2P37T-EHumanEsophagusESCC1.99e-216.83e-010.1371
347902AMIGO2P42T-EHumanEsophagusESCC3.26e-021.65e-010.1175
347902AMIGO2P44T-EHumanEsophagusESCC6.30e-051.26e-010.1096
347902AMIGO2P47T-EHumanEsophagusESCC6.83e-046.91e-020.1067
347902AMIGO2P48T-EHumanEsophagusESCC1.01e-065.85e-020.0959
347902AMIGO2P52T-EHumanEsophagusESCC8.27e-039.75e-020.1555
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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
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
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:003432918EsophagusESCCcell junction assembly227/8552420/187233.06e-041.83e-03227
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:00519625EsophagusESCCpositive regulation of nervous system development149/8552272/187231.50e-037.06e-03149
GO:190188810EsophagusESCCregulation of cell junction assembly109/8552204/187231.53e-024.96e-02109
GO:00519624Oral cavityOSCCpositive regulation of nervous system development135/7305272/187232.20e-041.44e-03135
GO:00519605Oral cavityOSCCregulation of nervous system development205/7305443/187239.80e-045.11e-03205
GO:003432916Oral cavityOSCCcell junction assembly190/7305420/187234.99e-031.96e-02190
GO:0034329111ThyroidPTCcell junction assembly180/5968420/187231.17e-061.69e-05180
GO:005196214ThyroidPTCpositive regulation of nervous system development117/5968272/187236.72e-055.89e-04117
GO:00519608ThyroidPTCregulation of nervous system development177/5968443/187231.72e-041.32e-03177
GO:190188817ThyroidPTCregulation of cell junction assembly88/5968204/187234.50e-042.97e-0388
GO:00508089ThyroidPTCsynapse organization161/5968426/187235.11e-032.36e-02161
GO:00508074ThyroidPTCregulation of synapse organization84/5968211/187238.72e-033.64e-0284
GO:00508032ThyroidPTCregulation of synapse structure or activity86/5968218/187231.05e-024.23e-0286
GO:003432924ThyroidATCcell junction assembly187/6293420/187231.71e-062.08e-05187
GO:005196014ThyroidATCregulation of nervous system development195/6293443/187232.62e-063.06e-05195
GO:005196221ThyroidATCpositive regulation of nervous system development126/6293272/187238.17e-068.27e-05126
GO:190188818ThyroidATCregulation of cell junction assembly94/6293204/187231.38e-049.65e-0494
GO:005080712ThyroidATCregulation of synapse organization87/6293211/187231.20e-024.27e-0287
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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
AMIGO2SNVMissense_Mutationrs765326741c.1159N>Ap.Val387Ilep.V387IQ86SJ2protein_codingtolerated(0.51)benign(0)TCGA-A2-A0EX-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
AMIGO2SNVMissense_Mutationrs140364757c.1429N>Ap.Ala477Thrp.A477TQ86SJ2protein_codingtolerated(0.34)benign(0)TCGA-AN-A0FJ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AMIGO2insertionFrame_Shift_Insnovelc.84_85insGAAGTGCTTCTGCTTTACAACAp.Ile29GlufsTer29p.I29Efs*29Q86SJ2protein_codingTCGA-A7-A0CG-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AMIGO2deletionFrame_Shift_Delnovelc.1461delNp.Ser488AlafsTer4p.S488Afs*4Q86SJ2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
AMIGO2SNVMissense_Mutationc.316A>Gp.Thr106Alap.T106AQ86SJ2protein_codingtolerated(0.55)benign(0.007)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AMIGO2SNVMissense_Mutationnovelc.142G>Ap.Ala48Thrp.A48TQ86SJ2protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AMIGO2SNVMissense_Mutationc.608N>Ap.Arg203Glnp.R203QQ86SJ2protein_codingtolerated(0.11)benign(0.011)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
AMIGO2SNVMissense_Mutationrs865785572c.301N>Tp.Arg101Cysp.R101CQ86SJ2protein_codingdeleterious(0.04)benign(0.039)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
AMIGO2SNVMissense_Mutationc.1293N>Tp.Gln431Hisp.Q431HQ86SJ2protein_codingdeleterious(0.04)benign(0.188)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AMIGO2SNVMissense_Mutationnovelc.589N>Gp.Leu197Valp.L197VQ86SJ2protein_codingdeleterious(0)probably_damaging(0.993)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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