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: AMOTL2

Gene summary for AMOTL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AMOTL2

Gene ID

51421

Gene nameangiomotin like 2
Gene AliasLCCP
Cytomap3q22.2
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9Y2J4


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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
51421AMOTL2LZE4THumanEsophagusESCC4.62e-021.26e-020.0811
51421AMOTL2LZE5THumanEsophagusESCC9.40e-073.57e-010.0514
51421AMOTL2LZE8THumanEsophagusESCC7.63e-051.57e-010.067
51421AMOTL2LZE20THumanEsophagusESCC5.03e-047.82e-020.0662
51421AMOTL2LZE22THumanEsophagusESCC1.75e-044.99e-010.068
51421AMOTL2LZE24THumanEsophagusESCC4.28e-095.41e-010.0596
51421AMOTL2P1T-EHumanEsophagusESCC3.02e-098.25e-010.0875
51421AMOTL2P2T-EHumanEsophagusESCC1.22e-378.05e-010.1177
51421AMOTL2P4T-EHumanEsophagusESCC5.08e-068.82e-020.1323
51421AMOTL2P5T-EHumanEsophagusESCC1.36e-113.09e-010.1327
51421AMOTL2P8T-EHumanEsophagusESCC8.91e-601.40e+000.0889
51421AMOTL2P9T-EHumanEsophagusESCC8.08e-092.12e-010.1131
51421AMOTL2P10T-EHumanEsophagusESCC3.03e-256.17e-010.116
51421AMOTL2P11T-EHumanEsophagusESCC4.84e-022.27e-010.1426
51421AMOTL2P12T-EHumanEsophagusESCC3.04e-121.15e-010.1122
51421AMOTL2P15T-EHumanEsophagusESCC1.16e-114.27e-010.1149
51421AMOTL2P16T-EHumanEsophagusESCC4.85e-223.79e-010.1153
51421AMOTL2P21T-EHumanEsophagusESCC1.43e-122.57e-010.1617
51421AMOTL2P22T-EHumanEsophagusESCC1.62e-035.30e-020.1236
51421AMOTL2P23T-EHumanEsophagusESCC2.93e-063.77e-010.108
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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:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:003001018EsophagusESCCestablishment of cell polarity96/8552143/187231.69e-072.67e-0696
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:00353297EsophagusESCChippo signaling26/855240/187231.08e-023.66e-0226
GO:000716318Oral cavityOSCCestablishment or maintenance of cell polarity129/7305218/187231.16e-092.86e-08129
GO:001605510Oral cavityOSCCWnt signaling pathway227/7305444/187231.10e-071.87e-06227
GO:019873810Oral cavityOSCCcell-cell signaling by wnt227/7305446/187231.75e-072.86e-06227
GO:003001016Oral cavityOSCCestablishment of cell polarity82/7305143/187236.56e-067.24e-0582
GO:000166719Oral cavityOSCCameboidal-type cell migration228/7305475/187233.46e-053.10e-04228
GO:000716319Oral cavityLPestablishment or maintenance of cell polarity79/4623218/187238.84e-051.11e-0379
GO:001605515Oral cavityLPWnt signaling pathway140/4623444/187235.80e-045.35e-03140
GO:019873815Oral cavityLPcell-cell signaling by wnt140/4623446/187237.12e-046.38e-03140
GO:003001017Oral cavityLPestablishment of cell polarity49/4623143/187236.33e-033.73e-0249
GO:000166728ThyroidHTameboidal-type cell migration52/1272475/187234.54e-045.53e-0352
GO:000716328ThyroidHTestablishment or maintenance of cell polarity28/1272218/187238.66e-049.20e-0328
GO:001605520ThyroidHTWnt signaling pathway48/1272444/187239.68e-049.93e-0348
GO:019873820ThyroidHTcell-cell signaling by wnt48/1272446/187231.07e-031.07e-0248
GO:00353298ThyroidHThippo signaling8/127240/187234.84e-033.32e-028
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa0453030Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
hsa04530114Oral cavityOSCCTight junction102/3704169/84658.68e-063.93e-052.00e-05102
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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
AMOTL2SNVMissense_Mutationnovelc.1282N>Ap.Glu428Lysp.E428KQ9Y2J4protein_codingdeleterious(0)probably_damaging(0.913)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AMOTL2SNVMissense_Mutationc.355G>Ap.Glu119Lysp.E119KQ9Y2J4protein_codingdeleterious(0)probably_damaging(0.994)TCGA-GM-A2D9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AMOTL2insertionNonsense_Mutationnovelc.1562_1563insATTACAGGCATGAGCp.Gly521_Asn522insLeuGlnAlaTerAlap.G521_N522insLQA*AQ9Y2J4protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AMOTL2SNVMissense_Mutationnovelc.803N>Ap.Pro268Glnp.P268QQ9Y2J4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AMOTL2SNVMissense_Mutationc.2410G>Cp.Asp804Hisp.D804HQ9Y2J4protein_codingdeleterious(0.03)possibly_damaging(0.501)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
AMOTL2SNVMissense_Mutationnovelc.551N>Ap.Pro184Glnp.P184QQ9Y2J4protein_codingtolerated(0.23)benign(0.282)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
AMOTL2SNVMissense_Mutationnovelc.1940C>Tp.Thr647Metp.T647MQ9Y2J4protein_codingdeleterious(0)probably_damaging(1)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AMOTL2SNVMissense_Mutationnovelc.1132N>Cp.Glu378Glnp.E378QQ9Y2J4protein_codingtolerated(0.12)possibly_damaging(0.477)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
AMOTL2SNVMissense_Mutationnovelc.1159N>Ap.Glu387Lysp.E387KQ9Y2J4protein_codingdeleterious(0.02)possibly_damaging(0.541)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AMOTL2SNVMissense_Mutationnovelc.1243N>Ap.Glu415Lysp.E415KQ9Y2J4protein_codingdeleterious(0.02)probably_damaging(0.913)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<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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