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: TCN2

Gene summary for TCN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TCN2

Gene ID

6948

Gene nametranscobalamin 2
Gene AliasD22S676
Cytomap22q12.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

P20062


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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
6948TCN2LZE7THumanEsophagusESCC5.52e-043.59e-010.0667
6948TCN2P1T-EHumanEsophagusESCC4.51e-022.73e-010.0875
6948TCN2P4T-EHumanEsophagusESCC5.55e-052.20e-010.1323
6948TCN2P8T-EHumanEsophagusESCC1.18e-122.49e-010.0889
6948TCN2P10T-EHumanEsophagusESCC4.65e-097.95e-020.116
6948TCN2P11T-EHumanEsophagusESCC2.59e-084.74e-010.1426
6948TCN2P12T-EHumanEsophagusESCC1.88e-033.63e-020.1122
6948TCN2P16T-EHumanEsophagusESCC7.07e-051.11e-010.1153
6948TCN2P23T-EHumanEsophagusESCC6.28e-032.29e-010.108
6948TCN2P24T-EHumanEsophagusESCC4.77e-029.57e-020.1287
6948TCN2P26T-EHumanEsophagusESCC5.88e-048.66e-020.1276
6948TCN2P27T-EHumanEsophagusESCC2.53e-067.73e-020.1055
6948TCN2P30T-EHumanEsophagusESCC5.60e-279.67e-010.137
6948TCN2P32T-EHumanEsophagusESCC1.59e-037.86e-020.1666
6948TCN2P40T-EHumanEsophagusESCC3.42e-083.22e-010.109
6948TCN2P47T-EHumanEsophagusESCC1.05e-051.15e-010.1067
6948TCN2P52T-EHumanEsophagusESCC1.15e-041.22e-010.1555
6948TCN2P57T-EHumanEsophagusESCC3.91e-052.34e-010.0926
6948TCN2P65T-EHumanEsophagusESCC1.50e-194.96e-010.0978
6948TCN2P74T-EHumanEsophagusESCC5.06e-822.34e+000.1479
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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
∗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:00000411LiverHCCtransition metal ion transport59/7958105/187233.18e-031.47e-0259
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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
TCN2SNVMissense_Mutationc.1206C>Ap.Asn402Lysp.N402KP20062protein_codingdeleterious(0.01)benign(0.007)TCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TCN2SNVMissense_Mutationrs141635240c.287N>Ap.Cys96Tyrp.C96YP20062protein_codingtolerated(1)benign(0.131)TCGA-OL-A5RV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
TCN2SNVMissense_Mutationnovelc.973N>Gp.Gln325Glup.Q325EP20062protein_codingtolerated(0.77)benign(0.003)TCGA-XX-A89A-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TCN2SNVMissense_Mutationnovelc.302C>Tp.Ser101Phep.S101FP20062protein_codingdeleterious(0)probably_damaging(0.935)TCGA-C5-A8YT-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TCN2SNVMissense_Mutationrs770055978c.131N>Ap.Arg44Glnp.R44QP20062protein_codingtolerated(0.71)benign(0.007)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TCN2SNVMissense_Mutationc.709G>Ap.Glu237Lysp.E237KP20062protein_codingtolerated(0.09)benign(0.094)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TCN2SNVMissense_Mutationc.122N>Tp.Trp41Leup.W41LP20062protein_codingtolerated(0.34)probably_damaging(0.999)TCGA-AA-3697-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TCN2SNVMissense_Mutationrs774428161c.1163C>Tp.Ala388Valp.A388VP20062protein_codingtolerated(0.27)benign(0)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TCN2SNVMissense_Mutationc.1192N>Ap.Leu398Ilep.L398IP20062protein_codingtolerated(0.05)benign(0.085)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TCN2SNVMissense_Mutationnovelc.1238N>Tp.Arg413Ilep.R413IP20062protein_codingtolerated(0.1)benign(0.049)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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