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: MAN2A1

Gene summary for MAN2A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAN2A1

Gene ID

4124

Gene namemannosidase alpha class 2A member 1
Gene AliasAMan II
Cytomap5q21.3
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q16706


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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
4124MAN2A1CCI_2HumanCervixCC3.14e-077.64e-010.5249
4124MAN2A1CCI_3HumanCervixCC1.57e-065.86e-010.516
4124MAN2A1HTA11_3410_2000001011HumanColorectumAD4.79e-18-6.25e-010.0155
4124MAN2A1HTA11_3361_2000001011HumanColorectumAD3.67e-03-5.15e-01-0.1207
4124MAN2A1HTA11_696_2000001011HumanColorectumAD1.06e-04-3.50e-01-0.1464
4124MAN2A1HTA11_866_2000001011HumanColorectumAD1.40e-07-4.05e-01-0.1001
4124MAN2A1HTA11_1391_2000001011HumanColorectumAD1.03e-06-4.60e-01-0.059
4124MAN2A1HTA11_866_3004761011HumanColorectumAD4.03e-10-5.51e-010.096
4124MAN2A1HTA11_8622_2000001021HumanColorectumSER2.02e-03-6.56e-010.0528
4124MAN2A1HTA11_10711_2000001011HumanColorectumAD6.42e-04-4.79e-010.0338
4124MAN2A1HTA11_7696_3000711011HumanColorectumAD7.80e-19-5.04e-010.0674
4124MAN2A1HTA11_11156_2000001011HumanColorectumAD4.56e-02-7.28e-010.0397
4124MAN2A1HTA11_99999974143_84620HumanColorectumMSS2.28e-12-4.35e-010.3005
4124MAN2A1F007HumanColorectumFAP9.49e-03-3.16e-010.1176
4124MAN2A1A001-C-207HumanColorectumFAP3.90e-02-1.59e-010.1278
4124MAN2A1A015-C-203HumanColorectumFAP8.91e-24-3.71e-01-0.1294
4124MAN2A1A015-C-204HumanColorectumFAP7.91e-05-2.54e-01-0.0228
4124MAN2A1A014-C-040HumanColorectumFAP2.69e-04-4.96e-01-0.1184
4124MAN2A1A002-C-201HumanColorectumFAP5.23e-16-4.65e-010.0324
4124MAN2A1A002-C-203HumanColorectumFAP8.55e-07-1.95e-010.2786
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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
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:001603210CervixCCviral process109/2311415/187235.40e-156.46e-12109
GO:00107206CervixCCpositive regulation of cell development64/2311298/187235.69e-061.41e-0464
GO:004873210CervixCCgland development84/2311436/187231.93e-053.54e-0484
GO:00017018CervixCCin utero embryonic development71/2311367/187237.21e-051.00e-0371
GO:00610089CervixCChepaticobiliary system development34/2311150/187232.92e-043.14e-0334
GO:00018899CervixCCliver development33/2311147/187234.27e-044.30e-0333
GO:00519603CervixCCregulation of nervous system development77/2311443/187231.13e-039.30e-0377
GO:00507676CervixCCregulation of neurogenesis65/2311364/187231.33e-031.05e-0265
GO:00303245CervixCClung development36/2311177/187231.64e-031.26e-0236
GO:00507694CervixCCpositive regulation of neurogenesis43/2311225/187232.25e-031.61e-0243
GO:00303235CervixCCrespiratory tube development36/2311181/187232.46e-031.71e-0236
GO:00605413CervixCCrespiratory system development39/2311203/187233.18e-032.07e-0239
GO:00190807CervixCCviral gene expression21/231194/187234.68e-032.82e-0221
GO:0150063CervixCCvisual system development63/2311375/187236.58e-033.65e-0263
GO:00519622CervixCCpositive regulation of nervous system development48/2311272/187236.60e-033.65e-0248
GO:0001654CervixCCeye development62/2311371/187237.83e-034.13e-0262
GO:0048880CervixCCsensory system development63/2311381/187239.29e-034.66e-0263
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0019080ColorectumADviral gene expression42/391894/187231.90e-078.02e-0642
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00510ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
hsa005101ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa005136EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051313EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa005104LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa005134LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0051011LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0051311LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005132LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005133LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
hsa005105Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa005135Oral cavityOSCCVarious types of N-glycan biosynthesis29/370442/84658.03e-042.32e-031.18e-0329
hsa0051012Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa0051312Oral cavityOSCCVarious types of N-glycan biosynthesis29/370442/84658.03e-042.32e-031.18e-0329
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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
MAN2A1SNVMissense_Mutationnovelc.1679N>Ap.Arg560Lysp.R560KQ16706protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MAN2A1SNVMissense_Mutationnovelc.2344N>Cp.Glu782Glnp.E782QQ16706protein_codingtolerated(0.26)benign(0.026)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
MAN2A1SNVMissense_Mutationrs748133805c.2626N>Tp.Arg876Cysp.R876CQ16706protein_codingtolerated(0.06)possibly_damaging(0.901)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
MAN2A1SNVMissense_Mutationc.599N>Cp.Val200Alap.V200AQ16706protein_codingdeleterious(0.05)possibly_damaging(0.838)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAN2A1SNVMissense_Mutationc.3373N>Gp.Asn1125Aspp.N1125DQ16706protein_codingdeleterious(0.05)possibly_damaging(0.627)TCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
MAN2A1SNVMissense_Mutationrs758664411c.3191N>Gp.Asn1064Serp.N1064SQ16706protein_codingtolerated(0.35)benign(0.012)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
MAN2A1SNVMissense_Mutationnovelc.2626N>Ap.Arg876Serp.R876SQ16706protein_codingdeleterious(0.03)possibly_damaging(0.548)TCGA-BH-A0BM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MAN2A1SNVMissense_Mutationc.3393N>Cp.Leu1131Phep.L1131FQ16706protein_codingdeleterious(0)possibly_damaging(0.795)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAN2A1SNVMissense_Mutationc.746N>Tp.Gly249Valp.G249VQ16706protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
MAN2A1SNVMissense_Mutationc.1255C>Tp.Leu419Phep.L419FQ16706protein_codingdeleterious(0)probably_damaging(0.976)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
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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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