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: COL12A1

Gene summary for COL12A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COL12A1

Gene ID

1303

Gene namecollagen type XII alpha 1 chain
Gene AliasBA209D8.1
Cytomap6q13-q14.1
Gene Typeprotein-coding
GO ID

GO:0001704

UniProtAcc

Q99715


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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
1303COL12A1LZE6THumanEsophagusESCC1.26e-033.38e-010.0845
1303COL12A1P4T-EHumanEsophagusESCC2.51e-068.74e-010.1323
1303COL12A1P9T-EHumanEsophagusESCC1.41e-111.01e+000.1131
1303COL12A1P10T-EHumanEsophagusESCC9.42e-661.34e+000.116
1303COL12A1P11T-EHumanEsophagusESCC1.14e-099.53e-010.1426
1303COL12A1P12T-EHumanEsophagusESCC5.32e-183.79e-010.1122
1303COL12A1P15T-EHumanEsophagusESCC9.03e-076.21e-010.1149
1303COL12A1P16T-EHumanEsophagusESCC1.58e-026.41e-030.1153
1303COL12A1P17T-EHumanEsophagusESCC2.53e-035.37e-010.1278
1303COL12A1P20T-EHumanEsophagusESCC2.59e-021.71e-010.1124
1303COL12A1P21T-EHumanEsophagusESCC1.31e-257.24e-010.1617
1303COL12A1P22T-EHumanEsophagusESCC1.44e-034.48e-010.1236
1303COL12A1P23T-EHumanEsophagusESCC2.76e-025.58e-010.108
1303COL12A1P24T-EHumanEsophagusESCC4.58e-054.57e-010.1287
1303COL12A1P26T-EHumanEsophagusESCC1.34e-093.30e-010.1276
1303COL12A1P30T-EHumanEsophagusESCC8.51e-056.64e-010.137
1303COL12A1P31T-EHumanEsophagusESCC2.91e-329.34e-010.1251
1303COL12A1P32T-EHumanEsophagusESCC2.19e-571.54e+000.1666
1303COL12A1P37T-EHumanEsophagusESCC8.47e-411.39e+000.1371
1303COL12A1P42T-EHumanEsophagusESCC2.15e-191.28e+000.1175
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00073698EsophagusESCCgastrulation115/8552185/187234.35e-064.64e-05115
GO:00074926EsophagusESCCendoderm development54/855277/187231.20e-051.12e-0454
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:00017064EsophagusESCCendoderm formation38/855254/187232.08e-041.31e-0338
GO:00017044EsophagusESCCformation of primary germ layer75/8552121/187232.17e-041.36e-0375
GO:00359873EsophagusESCCendodermal cell differentiation32/855245/187234.87e-042.70e-0332
GO:00301993EsophagusESCCcollagen fibril organization40/855261/187231.35e-036.44e-0340
GO:00074925Oral cavityOSCCendoderm development47/730577/187237.40e-055.81e-0447
GO:00017063Oral cavityOSCCendoderm formation34/730554/187233.12e-041.94e-0334
GO:00073697Oral cavityOSCCgastrulation95/7305185/187234.17e-042.54e-0395
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
GO:00430623Oral cavityOSCCextracellular structure organization146/7305302/187235.59e-043.23e-03146
GO:00017043Oral cavityOSCCformation of primary germ layer65/7305121/187237.08e-043.90e-0365
GO:00359872Oral cavityOSCCendodermal cell differentiation28/730545/187231.36e-036.62e-0328
GO:00301982Oral cavityNEOLPextracellular matrix organization64/2005301/187235.66e-082.24e-0664
GO:00430622Oral cavityNEOLPextracellular structure organization64/2005302/187236.44e-082.50e-0664
GO:00452292Oral cavityNEOLPexternal encapsulating structure organization64/2005304/187238.33e-083.17e-0664
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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
COL12A1SNVMissense_Mutationc.6136N>Ap.Asp2046Asnp.D2046NQ99715protein_codingdeleterious(0)probably_damaging(0.936)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
COL12A1SNVMissense_Mutationc.472T>Ap.Tyr158Asnp.Y158NQ99715protein_codingtolerated(0.29)possibly_damaging(0.812)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
COL12A1SNVMissense_Mutationnovelc.6806N>Tp.Gly2269Valp.G2269VQ99715protein_codingtolerated(0.15)benign(0.077)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
COL12A1SNVMissense_Mutationc.6181C>Tp.Pro2061Serp.P2061SQ99715protein_codingtolerated(0.11)benign(0.152)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
COL12A1SNVMissense_Mutationc.2747N>Ap.Ile916Asnp.I916NQ99715protein_codingdeleterious(0.01)probably_damaging(0.962)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
COL12A1SNVMissense_Mutationc.7281G>Tp.Lys2427Asnp.K2427NQ99715protein_codingdeleterious(0)probably_damaging(0.967)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COL12A1SNVMissense_Mutationc.3019G>Ap.Glu1007Lysp.E1007KQ99715protein_codingdeleterious(0.02)probably_damaging(0.969)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COL12A1SNVMissense_Mutationc.7596G>Tp.Lys2532Asnp.K2532NQ99715protein_codingdeleterious(0.02)probably_damaging(0.931)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COL12A1SNVMissense_Mutationc.1567N>Cp.Met523Leup.M523LQ99715protein_codingtolerated(0.54)probably_damaging(0.945)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
COL12A1SNVMissense_Mutationnovelc.40G>Ap.Ala14Thrp.A14TQ99715protein_codingtolerated_low_confidence(0.61)benign(0.041)TCGA-B6-A409-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
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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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