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: CNNM4

Gene summary for CNNM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNNM4

Gene ID

26504

Gene namecyclin and CBS domain divalent metal cation transport mediator 4
Gene AliasACDP4
Cytomap2q11.2
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q6P4Q7


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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
26504CNNM4HTA11_3410_2000001011HumanColorectumAD3.90e-03-1.44e-010.0155
26504CNNM4HTA11_2487_2000001011HumanColorectumSER1.86e-116.35e-01-0.1808
26504CNNM4HTA11_347_2000001011HumanColorectumAD4.44e-288.99e-01-0.1954
26504CNNM4HTA11_411_2000001011HumanColorectumSER1.53e-051.09e+00-0.2602
26504CNNM4HTA11_3361_2000001011HumanColorectumAD4.65e-034.71e-01-0.1207
26504CNNM4HTA11_83_2000001011HumanColorectumSER4.82e-046.65e-01-0.1526
26504CNNM4HTA11_696_2000001011HumanColorectumAD2.32e-117.34e-01-0.1464
26504CNNM4HTA11_1391_2000001011HumanColorectumAD4.90e-034.09e-01-0.059
26504CNNM4HTA11_5212_2000001011HumanColorectumAD1.56e-057.57e-01-0.2061
26504CNNM4F007HumanColorectumFAP6.32e-04-3.93e-010.1176
26504CNNM4A002-C-010HumanColorectumFAP2.02e-04-2.92e-010.242
26504CNNM4A001-C-207HumanColorectumFAP4.53e-02-2.83e-010.1278
26504CNNM4A015-C-203HumanColorectumFAP2.86e-14-3.09e-01-0.1294
26504CNNM4A015-C-204HumanColorectumFAP6.95e-05-2.73e-01-0.0228
26504CNNM4A002-C-201HumanColorectumFAP3.07e-11-3.67e-010.0324
26504CNNM4A002-C-203HumanColorectumFAP1.56e-03-2.59e-010.2786
26504CNNM4A001-C-119HumanColorectumFAP4.79e-03-1.88e-01-0.1557
26504CNNM4A001-C-108HumanColorectumFAP1.38e-07-2.40e-01-0.0272
26504CNNM4A002-C-205HumanColorectumFAP3.58e-09-2.52e-01-0.1236
26504CNNM4A001-C-104HumanColorectumFAP3.30e-03-2.78e-010.0184
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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
GO:0035725ColorectumFAPsodium ion transmembrane transport44/2622178/187239.31e-051.60e-0344
GO:0006814ColorectumFAPsodium ion transport54/2622245/187233.98e-044.85e-0354
GO:1903830ColorectumFAPmagnesium ion transmembrane transport7/262217/187235.62e-033.61e-027
GO:0015693ColorectumFAPmagnesium ion transport7/262218/187238.10e-034.77e-027
GO:00357251ColorectumCRCsodium ion transmembrane transport39/2078178/187232.30e-056.60e-0439
GO:00068141ColorectumCRCsodium ion transport49/2078245/187233.01e-057.86e-0449
GO:19038301ColorectumCRCmagnesium ion transmembrane transport7/207817/187231.46e-031.57e-027
GO:00156931ColorectumCRCmagnesium ion transport7/207818/187232.16e-032.11e-027
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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
CNNM4SNVMissense_Mutationrs760527932c.1735N>Ap.Leu579Ilep.L579IQ6P4Q7protein_codingtolerated(0.07)probably_damaging(0.976)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CNNM4SNVMissense_Mutationc.1276G>Cp.Asp426Hisp.D426HQ6P4Q7protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNNM4SNVMissense_Mutationc.469N>Ap.Asp157Asnp.D157NQ6P4Q7protein_codingtolerated(0.27)benign(0.003)TCGA-AO-A12D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
CNNM4SNVMissense_Mutationc.1182N>Ap.Phe394Leup.F394LQ6P4Q7protein_codingdeleterious(0)probably_damaging(0.984)TCGA-AR-A255-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
CNNM4SNVMissense_Mutationc.1030N>Tp.Met344Leup.M344LQ6P4Q7protein_codingtolerated(0.39)possibly_damaging(0.456)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CNNM4insertionNonsense_Mutationnovelc.932_933insCATTACACCAAAATGAAp.Leu312IlefsTer5p.L312Ifs*5Q6P4Q7protein_codingTCGA-AN-A049-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNNM4deletionFrame_Shift_Delnovelc.1826delNp.Asp610ThrfsTer20p.D610Tfs*20Q6P4Q7protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
CNNM4SNVMissense_Mutationnovelc.924C>Ap.Phe308Leup.F308LQ6P4Q7protein_codingtolerated(0.82)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNNM4SNVMissense_Mutationrs201310811c.1792G>Ap.Ala598Thrp.A598TQ6P4Q7protein_codingtolerated(0.09)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNNM4SNVMissense_Mutationnovelc.616N>Tp.Leu206Phep.L206FQ6P4Q7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-C5-A901-01Cervixcervical & endocervical cancerFemale<65I/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
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