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: CALCB

Gene summary for CALCB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CALCB

Gene ID

797

Gene namecalcitonin related polypeptide beta
Gene AliasCALC2
Cytomap11p15.2
Gene Typeprotein-coding
GO ID

GO:0006873

UniProtAcc

P10092


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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
797CALCBA015-C-203HumanColorectumFAP6.67e-063.63e-01-0.1294
797CALCBA015-C-204HumanColorectumFAP1.12e-054.87e-01-0.0228
797CALCBA002-C-201HumanColorectumFAP8.15e-033.67e-010.0324
797CALCBA001-C-108HumanColorectumFAP2.12e-124.31e-01-0.0272
797CALCBA002-C-021HumanColorectumFAP1.07e-072.25e-010.1171
797CALCBA014-C-108HumanColorectumFAP2.19e-043.71e-01-0.124
797CALCBA001-C-104HumanColorectumFAP4.36e-103.75e-010.0184
797CALCBA015-C-106HumanColorectumFAP1.28e-032.86e-01-0.0511
797CALCBA015-C-104HumanColorectumFAP6.06e-073.75e-01-0.1899
797CALCBA001-C-014HumanColorectumFAP1.62e-135.18e-010.0135
797CALCBA002-C-016HumanColorectumFAP6.56e-064.11e-010.0521
797CALCBA015-C-002HumanColorectumFAP9.84e-045.02e-01-0.0763
797CALCBA001-C-007HumanColorectumCRC1.08e-065.85e-010.1899
797CALCBA001-C-203HumanColorectumFAP3.31e-104.12e-01-0.0481
797CALCBA008-E-015HumanColorectumFAP8.78e-071.93e-010.0177
797CALCBA014-C-008HumanColorectumFAP1.35e-024.18e-01-0.191
797CALCBA018-E-020HumanColorectumFAP3.11e-075.33e-01-0.2034
797CALCBF034HumanColorectumFAP1.79e-074.07e-01-0.0665
797CALCBF072BHumanColorectumFAP4.08e-032.53e-010.257
797CALCBCRC-1-8810HumanColorectumCRC4.48e-021.64e-010.6257
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04270ColorectumFAPVascular smooth muscle contraction33/1404134/84651.05e-023.74e-022.28e-0233
hsa042701ColorectumFAPVascular smooth muscle contraction33/1404134/84651.05e-023.74e-022.28e-0233
hsa042702ColorectumCRCVascular smooth muscle contraction27/1091134/84651.13e-024.90e-023.32e-0227
hsa042703ColorectumCRCVascular smooth muscle contraction27/1091134/84651.13e-024.90e-023.32e-0227
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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
CALCBCALCRLCALCB_CALCRLCALCRCRCCRC
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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
CALCBinsertionFrame_Shift_Insnovelc.349_350insAAAAp.Ala117GlufsTer16p.A117Efs*16P10092protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CALCBinsertionNonsense_Mutationnovelc.350_351insTGATAGAAAATGAAATGGGGAGGTGTGGAATCGTTCAp.Phe118AspfsTer4p.F118Dfs*4P10092protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CALCBSNVMissense_Mutationc.242N>Cp.Arg81Thrp.R81TP10092protein_codingdeleterious(0)probably_damaging(0.998)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CALCBSNVMissense_Mutationc.242N>Cp.Arg81Thrp.R81TP10092protein_codingdeleterious(0)probably_damaging(0.998)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CALCBSNVMissense_Mutationnovelc.152C>Tp.Ala51Valp.A51VP10092protein_codingtolerated(0.07)benign(0.045)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CALCBSNVMissense_Mutationc.94N>Ap.Leu32Metp.L32MP10092protein_codingdeleterious(0.03)possibly_damaging(0.897)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CALCBSNVMissense_Mutationnovelc.250A>Gp.Asn84Aspp.N84DP10092protein_codingtolerated(0.08)possibly_damaging(0.756)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
CALCBSNVMissense_Mutationc.216G>Tp.Gln72Hisp.Q72HP10092protein_codingdeleterious(0.01)benign(0.183)TCGA-D1-A177-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownPD
CALCBSNVMissense_Mutationnovelc.49C>Ap.Leu17Metp.L17MP10092protein_codingtolerated(0.06)possibly_damaging(0.906)TCGA-D1-A1NZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CALCBSNVMissense_Mutationnovelc.34N>Ap.Leu12Ilep.L12IP10092protein_codingtolerated(0.12)benign(0.125)TCGA-DF-A2KU-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
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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
797CALCBDRUGGABLE GENOMEinhibitorCHEMBL3833320EPTINEZUMAB
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