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: MAN2C1

Gene summary for MAN2C1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MAN2C1

Gene ID

4123

Gene namemannosidase alpha class 2C member 1
Gene AliasMAN6A8
Cytomap15q24.2
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

Q9NTJ4


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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
4123MAN2C1LZE2THumanEsophagusESCC3.98e-054.89e-010.082
4123MAN2C1LZE4THumanEsophagusESCC3.93e-021.10e-010.0811
4123MAN2C1LZE7THumanEsophagusESCC2.11e-032.11e-010.0667
4123MAN2C1LZE8THumanEsophagusESCC1.38e-031.06e-010.067
4123MAN2C1LZE24THumanEsophagusESCC6.82e-051.12e-010.0596
4123MAN2C1P1T-EHumanEsophagusESCC2.03e-052.92e-010.0875
4123MAN2C1P2T-EHumanEsophagusESCC5.94e-141.70e-010.1177
4123MAN2C1P4T-EHumanEsophagusESCC9.27e-091.69e-010.1323
4123MAN2C1P5T-EHumanEsophagusESCC6.92e-097.32e-030.1327
4123MAN2C1P8T-EHumanEsophagusESCC9.32e-142.91e-010.0889
4123MAN2C1P9T-EHumanEsophagusESCC7.12e-081.80e-010.1131
4123MAN2C1P10T-EHumanEsophagusESCC1.02e-242.07e-010.116
4123MAN2C1P12T-EHumanEsophagusESCC6.79e-182.28e-010.1122
4123MAN2C1P15T-EHumanEsophagusESCC8.96e-143.08e-010.1149
4123MAN2C1P16T-EHumanEsophagusESCC2.81e-223.89e-010.1153
4123MAN2C1P17T-EHumanEsophagusESCC2.93e-022.12e-010.1278
4123MAN2C1P20T-EHumanEsophagusESCC4.33e-132.46e-010.1124
4123MAN2C1P21T-EHumanEsophagusESCC1.10e-096.35e-020.1617
4123MAN2C1P22T-EHumanEsophagusESCC4.05e-151.72e-010.1236
4123MAN2C1P23T-EHumanEsophagusESCC8.74e-071.56e-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
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
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:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:001605216EsophagusESCCcarbohydrate catabolic process91/8552154/187235.39e-042.97e-0391
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:001605222LiverHCCcarbohydrate catabolic process99/7958154/187233.79e-088.30e-0799
GO:00059968Oral cavityOSCCmonosaccharide metabolic process129/7305257/187231.63e-041.13e-03129
GO:00193188Oral cavityOSCChexose metabolic process118/7305237/187234.53e-042.73e-03118
GO:001605210Oral cavityOSCCcarbohydrate catabolic process76/7305154/187235.67e-032.18e-0276
GO:000599613Oral cavityLPmonosaccharide metabolic process86/4623257/187239.13e-047.79e-0386
GO:001931813Oral cavityLPhexose metabolic process78/4623237/187232.55e-031.80e-0278
GO:001605215Oral cavityLPcarbohydrate catabolic process53/4623154/187234.22e-032.70e-0253
GO:001931810ThyroidPTChexose metabolic process108/5968237/187236.42e-067.65e-05108
GO:000599614ThyroidPTCmonosaccharide metabolic process115/5968257/187239.36e-061.05e-04115
GO:001605218ThyroidPTCcarbohydrate catabolic process70/5968154/187232.77e-041.97e-0370
GO:001931814ThyroidATChexose metabolic process111/6293237/187231.51e-051.41e-04111
GO:000599615ThyroidATCmonosaccharide metabolic process118/6293257/187232.56e-052.20e-04118
GO:001605224ThyroidATCcarbohydrate catabolic process71/6293154/187238.33e-044.57e-0371
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00511LiverHCCOther glycan degradation15/402018/84651.96e-036.91e-033.84e-0315
hsa005111LiverHCCOther glycan degradation15/402018/84651.96e-036.91e-033.84e-0315
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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
MAN2C1SNVMissense_Mutationc.1237N>Ap.Glu413Lysp.E413KQ9NTJ4protein_codingtolerated(0.09)benign(0.209)TCGA-A2-A0D2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MAN2C1SNVMissense_Mutationc.441A>Tp.Glu147Aspp.E147DQ9NTJ4protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
MAN2C1SNVMissense_Mutationnovelc.1855N>Gp.Pro619Alap.P619AQ9NTJ4protein_codingtolerated(0.5)benign(0.01)TCGA-AR-A2LR-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
MAN2C1insertionFrame_Shift_Insnovelc.709_710insAGCAGGCAGAGTTGGTGTCACAAp.Leu237GlnfsTer45p.L237Qfs*45Q9NTJ4protein_codingTCGA-AO-A0JJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophospamideSD
MAN2C1SNVMissense_Mutationc.3149N>Cp.Leu1050Prop.L1050PQ9NTJ4protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
MAN2C1SNVMissense_Mutationrs752353552c.2521N>Ap.Ala841Thrp.A841TQ9NTJ4protein_codingdeleterious(0)probably_damaging(0.976)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
MAN2C1SNVMissense_Mutationc.1171C>Tp.Arg391Cysp.R391CQ9NTJ4protein_codingtolerated(0.06)benign(0.046)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MAN2C1SNVMissense_Mutationnovelc.68N>Tp.Pro23Leup.P23LQ9NTJ4protein_codingtolerated(0.16)possibly_damaging(0.739)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MAN2C1SNVMissense_Mutationc.3071N>Gp.Asp1024Glyp.D1024GQ9NTJ4protein_codingtolerated(0.2)benign(0.343)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
MAN2C1SNVMissense_Mutationrs199696370c.962N>Tp.Ala321Valp.A321VQ9NTJ4protein_codingtolerated(1)benign(0.006)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
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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
4123MAN2C1DRUGGABLE GENOMEM-0011
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