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: CNN1

Gene summary for CNN1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNN1

Gene ID

1264

Gene namecalponin 1
Gene AliasHEL-S-14
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

P51911


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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
1264CNN1ATC13HumanThyroidATC1.51e-421.07e+000.34
1264CNN1ATC2HumanThyroidATC7.49e-033.64e-010.34
1264CNN1ATC5HumanThyroidATC1.21e-511.22e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0071383ColorectumADcellular response to steroid hormone stimulus73/3918204/187236.31e-072.24e-0573
GO:0034101ColorectumADerythrocyte homeostasis51/3918129/187231.07e-063.59e-0551
GO:0002262ColorectumADmyeloid cell homeostasis57/3918157/187236.17e-061.56e-0457
GO:0048872ColorectumADhomeostasis of number of cells87/3918272/187231.16e-052.61e-0487
GO:0031667ColorectumADresponse to nutrient levels138/3918474/187231.22e-052.68e-04138
GO:0048545ColorectumADresponse to steroid hormone104/3918339/187231.33e-052.90e-04104
GO:0006066ColorectumADalcohol metabolic process106/3918353/187233.02e-055.57e-04106
GO:0050878ColorectumADregulation of body fluid levels108/3918379/187232.54e-043.20e-03108
GO:0009410ColorectumADresponse to xenobiotic stimulus128/3918462/187232.69e-043.31e-03128
GO:0007589ColorectumADbody fluid secretion33/391893/187238.26e-048.13e-0333
GO:1901654ColorectumADresponse to ketone59/3918194/187231.14e-031.04e-0259
GO:0034308ColorectumADprimary alcohol metabolic process35/3918102/187231.16e-031.05e-0235
GO:0006081ColorectumADcellular aldehyde metabolic process22/391860/187233.64e-032.60e-0222
GO:0097305ColorectumADresponse to alcohol71/3918253/187234.01e-032.80e-0271
GO:0055067ColorectumADmonovalent inorganic cation homeostasis45/3918151/187236.19e-033.88e-0245
GO:0008202ColorectumADsteroid metabolic process85/3918319/187238.07e-034.75e-0285
GO:00713831ColorectumSERcellular response to steroid hormone stimulus55/2897204/187231.66e-055.05e-0455
GO:00341011ColorectumSERerythrocyte homeostasis39/2897129/187231.70e-055.11e-0439
GO:00444031ColorectumSERbiological process involved in symbiotic interaction72/2897290/187232.08e-056.02e-0472
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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
CNN1SNVMissense_Mutationc.276N>Gp.Ile92Metp.I92MP51911protein_codingdeleterious(0)possibly_damaging(0.587)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CNN1SNVMissense_Mutationc.657N>Ap.Met219Ilep.M219IP51911protein_codingdeleterious(0.04)benign(0.184)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CNN1SNVMissense_Mutationnovelc.391G>Tp.Ala131Serp.A131SP51911protein_codingdeleterious(0.04)benign(0.432)TCGA-AC-A2BK-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanCR
CNN1SNVMissense_Mutationrs748140771c.130C>Tp.Arg44Cysp.R44CP51911protein_codingtolerated(0.1)possibly_damaging(0.85)TCGA-A6-2675-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CNN1SNVMissense_Mutationc.711N>Ap.His237Glnp.H237QP51911protein_codingtolerated(0.2)benign(0.025)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CNN1SNVMissense_Mutationc.249C>Ap.His83Glnp.H83QP51911protein_codingdeleterious(0.02)benign(0.043)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CNN1SNVMissense_Mutationc.16T>Gp.Phe6Valp.F6VP51911protein_codingdeleterious(0)possibly_damaging(0.793)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CNN1SNVMissense_Mutationnovelc.505N>Ap.Gly169Serp.G169SP51911protein_codingdeleterious(0)probably_damaging(0.946)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CNN1SNVMissense_Mutationnovelc.166G>Tp.Asp56Tyrp.D56YP51911protein_codingdeleterious(0)probably_damaging(0.981)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CNN1SNVMissense_Mutationnovelc.808C>Ap.Pro270Thrp.P270TP51911protein_codingdeleterious(0.02)benign(0.027)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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