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: CSMD1

Gene summary for CSMD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CSMD1

Gene ID

64478

Gene nameCUB and Sushi multiple domains 1
Gene AliasPPP1R24
Cytomap8p23.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A0U1RQY1


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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
64478CSMD1HTA11_2951_2000001011HumanColorectumAD1.53e-022.46e-010.0216
64478CSMD1HTA11_347_2000001011HumanColorectumAD8.64e-045.36e-02-0.1954
64478CSMD1HTA11_3361_2000001011HumanColorectumAD2.58e-084.53e-01-0.1207
64478CSMD1HTA11_696_2000001011HumanColorectumAD1.20e-031.17e-01-0.1464
64478CSMD1HTA11_1391_2000001011HumanColorectumAD2.42e-032.20e-01-0.059
64478CSMD1HTA11_546_2000001011HumanColorectumAD2.30e-041.23e-01-0.0842
64478CSMD1HTA11_99999965104_69814HumanColorectumMSS3.46e-042.80e-010.281
64478CSMD1HTA11_99999974143_84620HumanColorectumMSS3.43e-084.92e-020.3005
64478CSMD1A015-C-203HumanColorectumFAP1.07e-571.31e+00-0.1294
64478CSMD1A015-C-204HumanColorectumFAP4.46e-169.14e-01-0.0228
64478CSMD1A014-C-040HumanColorectumFAP1.08e-081.02e+00-0.1184
64478CSMD1A002-C-201HumanColorectumFAP2.68e-199.00e-010.0324
64478CSMD1A002-C-116HumanColorectumFAP4.53e-239.33e-01-0.0452
64478CSMD1CRC-1-8810HumanColorectumCRC3.64e-054.12e-010.6257
64478CSMD1CRC-3-11773HumanColorectumCRC2.01e-351.06e+000.2564
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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:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0030879ColorectumADmammary gland development53/3918137/187231.46e-064.58e-0553
GO:0033500ColorectumADcarbohydrate homeostasis84/3918259/187239.10e-062.15e-0484
GO:0042593ColorectumADglucose homeostasis83/3918258/187231.44e-053.11e-0483
GO:0061180ColorectumADmammary gland epithelium development28/391867/187238.74e-051.35e-0328
GO:0022612ColorectumADgland morphogenesis42/3918118/187231.62e-042.23e-0342
GO:0060562ColorectumADepithelial tube morphogenesis93/3918325/187235.65e-046.00e-0393
GO:0061458ColorectumADreproductive system development116/3918427/187231.11e-031.01e-02116
GO:0060443ColorectumADmammary gland morphogenesis18/391843/187231.51e-031.27e-0218
GO:0048608ColorectumADreproductive structure development114/3918424/187231.78e-031.47e-02114
GO:0001763ColorectumADmorphogenesis of a branching structure56/3918196/187236.60e-034.09e-0256
GO:00487322ColorectumMSSgland development143/3467436/187233.85e-138.01e-11143
GO:00308792ColorectumMSSmammary gland development51/3467137/187231.88e-078.26e-0651
GO:00611802ColorectumMSSmammary gland epithelium development28/346767/187238.47e-062.11e-0428
GO:00614582ColorectumMSSreproductive system development115/3467427/187239.86e-062.39e-04115
GO:00335002ColorectumMSScarbohydrate homeostasis76/3467259/187231.37e-053.14e-0476
GO:00486082ColorectumMSSreproductive structure development113/3467424/187231.94e-054.18e-04113
GO:00226122ColorectumMSSgland morphogenesis41/3467118/187232.02e-054.30e-0441
GO:00425932ColorectumMSSglucose homeostasis75/3467258/187232.22e-054.69e-0475
GO:00605621ColorectumMSSepithelial tube morphogenesis88/3467325/187238.45e-051.37e-0388
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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
CSMD1SNVMissense_Mutationc.5548N>Ap.Glu1850Lysp.E1850Kprotein_codingdeleterious(0)probably_damaging(0.994)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CSMD1SNVMissense_Mutationnovelc.1369T>Gp.Phe457Valp.F457Vprotein_codingdeleterious(0)probably_damaging(0.996)TCGA-A7-A6VX-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelCR
CSMD1SNVMissense_Mutationc.1733C>Ap.Pro578Hisp.P578Hprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A076-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CSMD1SNVMissense_Mutationc.8060T>Ap.Val2687Glup.V2687Eprotein_codingdeleterious(0)possibly_damaging(0.731)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
CSMD1SNVMissense_Mutationrs371336619c.5431N>Cp.Gly1811Argp.G1811Rprotein_codingdeleterious(0.01)probably_damaging(0.975)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
CSMD1SNVMissense_Mutationc.6422G>Ap.Arg2141Lysp.R2141Kprotein_codingtolerated(0.11)benign(0.003)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CSMD1SNVMissense_Mutationrs768149539c.9419N>Ap.Arg3140Hisp.R3140Hprotein_codingtolerated(0.05)benign(0)TCGA-A8-A09K-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CSMD1SNVMissense_Mutationc.690N>Ap.Asn230Lysp.N230Kprotein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
CSMD1SNVMissense_Mutationnovelc.9170N>Cp.Lys3057Thrp.K3057Tprotein_codingtolerated(0.15)benign(0.036)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CSMD1SNVMissense_Mutationnovelc.7374N>Gp.Phe2458Leup.F2458Lprotein_codingtolerated(0.5)benign(0.036)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=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
64478CSMD1NAoxaliplatinOXALIPLATIN24444404
64478CSMD1NAhydrochlorothiazideHYDROCHLOROTHIAZIDE
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