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: A2ML1

Gene summary for A2ML1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

A2ML1

Gene ID

144568

Gene namealpha-2-macroglobulin like 1
Gene AliasCPAMD9
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A8K2U0


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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
144568A2ML1CCI_1HumanCervixCC2.49e-047.68e-010.528
144568A2ML1CCI_3HumanCervixCC1.67e-047.48e-010.516
144568A2ML1H2HumanCervixHSIL_HPV3.46e-134.20e-010.0632
144568A2ML1LZE22THumanEsophagusESCC1.57e-022.74e-010.068
144568A2ML1P1T-EHumanEsophagusESCC1.64e-053.42e-010.0875
144568A2ML1P23T-EHumanEsophagusESCC6.05e-082.64e-010.108
144568A2ML1P31T-EHumanEsophagusESCC8.13e-041.17e-010.1251
144568A2ML1P82T-EHumanEsophagusESCC2.06e-066.58e-010.1072
144568A2ML1P84T-EHumanEsophagusESCC2.04e-061.18e+000.0933
144568A2ML1P127T-EHumanEsophagusESCC1.56e-021.10e-010.0826
144568A2ML1P130T-EHumanEsophagusESCC1.35e-234.44e-010.1676
144568A2ML1C38HumanOral cavityOSCC3.16e-161.12e+000.172
144568A2ML1C43HumanOral cavityOSCC1.87e-319.03e-010.1704
144568A2ML1C57HumanOral cavityOSCC1.60e-471.59e+000.1679
144568A2ML1LN38HumanOral cavityOSCC6.23e-081.07e+000.168
144568A2ML1SYSMH3HumanOral cavityOSCC1.93e-041.93e-010.2442
144568A2ML1SYSMH4HumanOral cavityOSCC1.04e-028.85e-020.1226
144568A2ML1SYSMH5HumanOral cavityOSCC8.18e-061.48e-010.0647
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:005254710CervixCCregulation of peptidase activity112/2311461/187236.70e-133.08e-10112
GO:005254810CervixCCregulation of endopeptidase activity103/2311432/187231.89e-115.14e-09103
GO:004586110CervixCCnegative regulation of proteolysis80/2311351/187232.88e-081.98e-0680
GO:00513469CervixCCnegative regulation of hydrolase activity81/2311379/187234.27e-071.67e-0581
GO:00104669CervixCCnegative regulation of peptidase activity60/2311262/187231.27e-064.34e-0560
GO:001095110CervixCCnegative regulation of endopeptidase activity56/2311252/187237.43e-061.74e-0456
GO:005254715CervixHSIL_HPVregulation of peptidase activity52/737461/187238.35e-126.81e-0952
GO:005254815CervixHSIL_HPVregulation of endopeptidase activity48/737432/187239.20e-113.70e-0848
GO:004586115CervixHSIL_HPVnegative regulation of proteolysis36/737351/187231.64e-071.02e-0536
GO:001046614CervixHSIL_HPVnegative regulation of peptidase activity30/737262/187231.66e-071.03e-0530
GO:001095113CervixHSIL_HPVnegative regulation of endopeptidase activity29/737252/187232.39e-071.44e-0529
GO:005134614CervixHSIL_HPVnegative regulation of hydrolase activity37/737379/187233.81e-072.06e-0537
GO:0052547111EsophagusESCCregulation of peptidase activity275/8552461/187237.54e-101.88e-08275
GO:0052548111EsophagusESCCregulation of endopeptidase activity253/8552432/187233.68e-086.78e-07253
GO:0045861111EsophagusESCCnegative regulation of proteolysis195/8552351/187231.13e-047.85e-04195
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:001046620EsophagusESCCnegative regulation of peptidase activity140/8552262/187236.73e-032.46e-02140
GO:001095119EsophagusESCCnegative regulation of endopeptidase activity135/8552252/187236.86e-032.51e-02135
GO:005254720Oral cavityOSCCregulation of peptidase activity255/7305461/187235.78e-132.75e-11255
GO:005254820Oral cavityOSCCregulation of endopeptidase activity235/7305432/187234.35e-111.40e-09235
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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
A2ML1SNVMissense_Mutationrs372461898c.1224N>Cp.Trp408Cysp.W408CA8K2U0protein_codingdeleterious(0)probably_damaging(0.94)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
A2ML1SNVMissense_Mutationrs376035211c.1298G>Ap.Arg433Hisp.R433HA8K2U0protein_codingtolerated(0.55)benign(0.001)TCGA-A8-A08P-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapy5-fluorouracilCR
A2ML1SNVMissense_Mutationnovelc.156N>Ap.Phe52Leup.F52LA8K2U0protein_codingtolerated(0.5)benign(0.006)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
A2ML1SNVMissense_Mutationrs774161525c.568G>Ap.Glu190Lysp.E190KA8K2U0protein_codingdeleterious(0.02)probably_damaging(0.956)TCGA-AR-A251-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
A2ML1SNVMissense_Mutationrs376705356c.4022N>Tp.Pro1341Leup.P1341LA8K2U0protein_codingtolerated(0.56)benign(0)TCGA-B6-A0WZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
A2ML1SNVMissense_Mutationnovelc.3760A>Cp.Thr1254Prop.T1254PA8K2U0protein_codingtolerated(0.1)benign(0.222)TCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
A2ML1SNVMissense_Mutationc.1907N>Gp.Ser636Cysp.S636CA8K2U0protein_codingtolerated(0.18)benign(0.003)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
A2ML1SNVMissense_Mutationc.1568N>Ap.Thr523Asnp.T523NA8K2U0protein_codingtolerated(0.06)benign(0.405)TCGA-C8-A12W-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
A2ML1SNVMissense_Mutationc.2439C>Ap.Phe813Leup.F813LA8K2U0protein_codingdeleterious(0)probably_damaging(0.942)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
A2ML1SNVMissense_Mutationc.2507C>Tp.Ser836Leup.S836LA8K2U0protein_codingtolerated(0.2)benign(0.101)TCGA-C8-A26Y-01Breastbreast invasive 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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