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: C12orf29

Gene summary for C12ORF29

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C12orf29

Gene ID

91298

Gene namechromosome 12 open reading frame 29
Gene AliasC12orf29
Cytomap12q21.32
Gene Typeprotein-coding
GO ID

GO:0002244

UniProtAcc

Q8N999


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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
91298C12orf29LZE4THumanEsophagusESCC1.23e-029.39e-020.0811
91298C12orf29LZE7THumanEsophagusESCC7.17e-032.12e-010.0667
91298C12orf29LZE24THumanEsophagusESCC2.64e-102.78e-010.0596
91298C12orf29LZE21THumanEsophagusESCC9.09e-041.88e-010.0655
91298C12orf29LZE6THumanEsophagusESCC1.25e-062.07e-010.0845
91298C12orf29P1T-EHumanEsophagusESCC2.90e-054.06e-010.0875
91298C12orf29P2T-EHumanEsophagusESCC1.75e-265.61e-010.1177
91298C12orf29P4T-EHumanEsophagusESCC2.81e-184.66e-010.1323
91298C12orf29P5T-EHumanEsophagusESCC6.39e-193.25e-010.1327
91298C12orf29P8T-EHumanEsophagusESCC3.06e-203.20e-010.0889
91298C12orf29P9T-EHumanEsophagusESCC6.19e-101.71e-010.1131
91298C12orf29P10T-EHumanEsophagusESCC8.83e-244.80e-010.116
91298C12orf29P11T-EHumanEsophagusESCC6.85e-073.52e-010.1426
91298C12orf29P12T-EHumanEsophagusESCC7.11e-163.00e-010.1122
91298C12orf29P15T-EHumanEsophagusESCC3.64e-182.11e-010.1149
91298C12orf29P16T-EHumanEsophagusESCC4.37e-223.30e-010.1153
91298C12orf29P17T-EHumanEsophagusESCC1.28e-092.55e-010.1278
91298C12orf29P19T-EHumanEsophagusESCC4.21e-085.60e-010.1662
91298C12orf29P20T-EHumanEsophagusESCC1.38e-223.69e-010.1124
91298C12orf29P21T-EHumanEsophagusESCC3.69e-235.44e-010.1617
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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
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:00022446EsophagusESCChematopoietic progenitor cell differentiation66/8552114/187235.74e-032.13e-0266
GO:00022445Oral cavityOSCChematopoietic progenitor cell differentiation57/7305114/187231.09e-023.71e-0257
GO:000224413SkincSCChematopoietic progenitor cell differentiation42/4864114/187236.74e-033.27e-0242
GO:00022448ThyroidATChematopoietic progenitor cell differentiation51/6293114/187238.62e-033.28e-0251
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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
C12orf29SNVMissense_Mutationc.565C>Tp.Leu189Phep.L189FQ8N999protein_codingdeleterious(0.03)benign(0.021)TCGA-AA-3973-01Colorectumcolon adenocarcinomaMale>=65III/IVTargeted Molecular therapybevacizumabSD
C12orf29SNVMissense_Mutationrs765324047c.605N>Gp.Asn202Serp.N202SQ8N999protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AA-3980-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
C12orf29SNVMissense_Mutationrs750066464c.704A>Gp.Asn235Serp.N235SQ8N999protein_codingtolerated(0.89)benign(0.001)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
C12orf29SNVMissense_Mutationrs767293985c.656T>Cp.Ile219Thrp.I219TQ8N999protein_codingdeleterious(0.04)benign(0.001)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
C12orf29SNVMissense_Mutationc.230G>Ap.Arg77Glnp.R77QQ8N999protein_codingtolerated(0.05)possibly_damaging(0.889)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
C12orf29SNVMissense_Mutationnovelc.598N>Gp.Asn200Aspp.N200DQ8N999protein_codingdeleterious(0.01)benign(0.359)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
C12orf29SNVMissense_Mutationc.797N>Ap.Arg266Hisp.R266HQ8N999protein_codingdeleterious(0.04)benign(0.011)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
C12orf29SNVMissense_Mutationnovelc.493N>Gp.Ile165Valp.I165VQ8N999protein_codingtolerated(0.67)benign(0)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C12orf29SNVMissense_Mutationc.194N>Gp.Val65Glyp.V65GQ8N999protein_codingdeleterious(0)benign(0.131)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C12orf29SNVMissense_Mutationnovelc.958G>Ap.Asp320Asnp.D320NQ8N999protein_codingtolerated(0.12)benign(0.027)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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