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: MAD2L1

Gene summary for MAD2L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAD2L1

Gene ID

4085

Gene namemitotic arrest deficient 2 like 1
Gene AliasHSMAD2
Cytomap4q27
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

Q13257


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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
4085MAD2L1LZE2THumanEsophagusESCC3.47e-058.34e-010.082
4085MAD2L1LZE7THumanEsophagusESCC3.96e-022.62e-010.0667
4085MAD2L1LZE24THumanEsophagusESCC2.21e-021.42e-010.0596
4085MAD2L1LZE6THumanEsophagusESCC9.23e-104.30e-010.0845
4085MAD2L1P1T-EHumanEsophagusESCC3.71e-021.24e-010.0875
4085MAD2L1P2T-EHumanEsophagusESCC4.65e-271.05e+000.1177
4085MAD2L1P4T-EHumanEsophagusESCC6.69e-279.25e-010.1323
4085MAD2L1P5T-EHumanEsophagusESCC2.14e-215.55e-010.1327
4085MAD2L1P8T-EHumanEsophagusESCC1.95e-052.23e-010.0889
4085MAD2L1P9T-EHumanEsophagusESCC3.83e-083.11e-010.1131
4085MAD2L1P10T-EHumanEsophagusESCC8.07e-195.44e-010.116
4085MAD2L1P11T-EHumanEsophagusESCC3.66e-022.01e-010.1426
4085MAD2L1P12T-EHumanEsophagusESCC6.74e-082.66e-010.1122
4085MAD2L1P15T-EHumanEsophagusESCC3.19e-083.84e-010.1149
4085MAD2L1P16T-EHumanEsophagusESCC5.48e-165.64e-010.1153
4085MAD2L1P17T-EHumanEsophagusESCC1.11e-084.88e-010.1278
4085MAD2L1P19T-EHumanEsophagusESCC4.67e-035.76e-010.1662
4085MAD2L1P20T-EHumanEsophagusESCC3.20e-072.58e-010.1124
4085MAD2L1P21T-EHumanEsophagusESCC1.08e-167.22e-010.1617
4085MAD2L1P22T-EHumanEsophagusESCC2.93e-341.04e+000.1236
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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
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:0010639ColorectumADnegative regulation of organelle organization114/3918348/187231.41e-076.49e-06114
GO:2001252ColorectumADpositive regulation of chromosome organization35/391882/187236.90e-061.72e-0435
GO:0033044ColorectumADregulation of chromosome organization60/3918187/187232.25e-042.94e-0360
GO:0007346ColorectumADregulation of mitotic cell cycle119/3918457/187234.60e-033.14e-02119
GO:0045787ColorectumADpositive regulation of cell cycle85/3918313/187234.76e-033.22e-0285
GO:0045842ColorectumADpositive regulation of mitotic metaphase/anaphase transition8/391815/187235.67e-033.64e-028
GO:1901970ColorectumADpositive regulation of mitotic sister chromatid separation8/391815/187235.67e-033.64e-028
GO:1905820ColorectumADpositive regulation of chromosome separation9/391818/187235.82e-033.67e-029
GO:0140014ColorectumADmitotic nuclear division78/3918287/187236.48e-034.05e-0278
GO:0045931ColorectumADpositive regulation of mitotic cell cycle37/3918121/187237.88e-034.73e-0237
GO:00106391ColorectumSERnegative regulation of organelle organization90/2897348/187233.14e-071.69e-0590
GO:20012521ColorectumSERpositive regulation of chromosome organization27/289782/187236.44e-051.49e-0327
GO:00106392ColorectumMSSnegative regulation of organelle organization102/3467348/187235.36e-072.05e-05102
GO:20012522ColorectumMSSpositive regulation of chromosome organization33/346782/187233.72e-061.07e-0433
GO:00330441ColorectumMSSregulation of chromosome organization55/3467187/187231.86e-042.63e-0355
GO:00457871ColorectumMSSpositive regulation of cell cycle80/3467313/187231.15e-031.12e-0280
GO:00073461ColorectumMSSregulation of mitotic cell cycle108/3467457/187233.30e-032.50e-02108
GO:0090068ColorectumMSSpositive regulation of cell cycle process60/3467236/187235.01e-033.46e-0260
GO:01400141ColorectumMSSmitotic nuclear division70/3467287/187237.48e-034.72e-0270
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05166310EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa0411411EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0516622LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0516632LiverHCCHuman T-cell leukemia virus 1 infection139/4020222/84653.17e-062.79e-051.55e-05139
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0516630Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa04114Oral cavityOSCCOocyte meiosis74/3704131/84652.13e-035.75e-032.92e-0374
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa05166113Oral cavityOSCCHuman T-cell leukemia virus 1 infection150/3704222/84653.68e-137.26e-123.70e-12150
hsa041141Oral cavityOSCCOocyte meiosis74/3704131/84652.13e-035.75e-032.92e-0374
hsa05166210Oral cavityLPHuman T-cell leukemia virus 1 infection100/2418222/84658.94e-081.29e-068.35e-07100
hsa0411022Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
hsa0516638Oral cavityLPHuman T-cell leukemia virus 1 infection100/2418222/84658.94e-081.29e-068.35e-07100
hsa0411032Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
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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
MAD2L1SNVMissense_Mutationc.230N>Tp.Tyr77Phep.Y77FQ13257protein_codingtolerated(0.62)benign(0.005)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
MAD2L1SNVMissense_Mutationc.208N>Ap.Glu70Lysp.E70KQ13257protein_codingtolerated(0.58)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
MAD2L1SNVMissense_Mutationc.272N>Ap.Ile91Asnp.I91NQ13257protein_codingtolerated(0.13)benign(0.005)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MAD2L1SNVMissense_Mutationnovelc.199N>Gp.Asn67Aspp.N67DQ13257protein_codingtolerated(0.07)benign(0.017)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
MAD2L1insertionNonsense_Mutationnovelc.88_89insTTATTTAGp.Ser30IlefsTer3p.S30Ifs*3Q13257protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
MAD2L1SNVMissense_Mutationrs750970089c.550C>Tp.Arg184Cysp.R184CQ13257protein_codingdeleterious(0.02)probably_damaging(0.977)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MAD2L1SNVMissense_Mutationnovelc.256G>Ap.Val86Ilep.V86IQ13257protein_codingtolerated(0.34)benign(0.266)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MAD2L1SNVMissense_Mutationnovelc.107G>Ap.Gly36Aspp.G36DQ13257protein_codingdeleterious(0)possibly_damaging(0.687)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
MAD2L1SNVMissense_Mutationnovelc.413C>Tp.Thr138Metp.T138MQ13257protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
MAD2L1SNVMissense_Mutationc.572N>Gp.His191Argp.H191RQ13257protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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