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: CAB39

Gene summary for CAB39

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CAB39

Gene ID

51719

Gene namecalcium binding protein 39
Gene AliasCGI-66
Cytomap2q37.1
Gene Typeprotein-coding
GO ID

GO:0001932

UniProtAcc

A0A024R496


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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
51719CAB39HTA11_347_2000001011HumanColorectumAD1.43e-085.41e-01-0.1954
51719CAB39HTA11_411_2000001011HumanColorectumSER2.51e-027.51e-01-0.2602
51719CAB39HTA11_99999965062_69753HumanColorectumMSI-H1.56e-028.31e-010.3487
51719CAB39HTA11_99999965104_69814HumanColorectumMSS3.05e-096.92e-010.281
51719CAB39A015-C-203HumanColorectumFAP1.51e-27-3.78e-01-0.1294
51719CAB39A015-C-204HumanColorectumFAP3.37e-06-3.58e-01-0.0228
51719CAB39A002-C-201HumanColorectumFAP7.33e-09-3.29e-010.0324
51719CAB39A002-C-203HumanColorectumFAP1.79e-03-1.48e-010.2786
51719CAB39A001-C-119HumanColorectumFAP2.42e-07-3.62e-01-0.1557
51719CAB39A001-C-108HumanColorectumFAP6.25e-16-3.51e-01-0.0272
51719CAB39A002-C-205HumanColorectumFAP3.89e-18-4.28e-01-0.1236
51719CAB39A001-C-104HumanColorectumFAP1.44e-02-2.36e-010.0184
51719CAB39A015-C-006HumanColorectumFAP6.20e-14-5.35e-01-0.0994
51719CAB39A015-C-106HumanColorectumFAP2.25e-09-2.44e-01-0.0511
51719CAB39A002-C-114HumanColorectumFAP1.91e-16-4.81e-01-0.1561
51719CAB39A015-C-104HumanColorectumFAP6.65e-31-4.26e-01-0.1899
51719CAB39A001-C-014HumanColorectumFAP6.75e-18-3.01e-010.0135
51719CAB39A002-C-016HumanColorectumFAP3.59e-17-2.83e-010.0521
51719CAB39A015-C-002HumanColorectumFAP3.78e-07-3.17e-01-0.0763
51719CAB39A001-C-203HumanColorectumFAP1.01e-08-1.67e-01-0.0481
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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
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:001810519ThyroidATCpeptidyl-serine phosphorylation153/6293315/187232.28e-084.42e-07153
GO:001820917ThyroidATCpeptidyl-serine modification161/6293338/187235.23e-089.44e-07161
GO:003367427ThyroidATCpositive regulation of kinase activity212/6293467/187235.89e-081.05e-06212
GO:001810718ThyroidATCpeptidyl-threonine phosphorylation63/6293116/187233.47e-063.89e-0563
GO:001821018ThyroidATCpeptidyl-threonine modification66/6293125/187237.36e-067.56e-0566
GO:007190215ThyroidATCpositive regulation of protein serine/threonine kinase activity96/6293200/187231.63e-051.51e-0496
GO:000697016ThyroidATCresponse to osmotic stress45/629384/187231.27e-049.03e-0445
GO:003214711ThyroidATCactivation of protein kinase activity65/6293134/187232.44e-041.57e-0365
GO:007147015ThyroidATCcellular response to osmotic stress23/629341/187232.53e-031.16e-0223
GO:001482313ThyroidATCresponse to activity37/629376/187234.57e-031.89e-0237
GO:00108001ThyroidATCpositive regulation of peptidyl-threonine phosphorylation17/629330/187237.88e-033.06e-0217
GO:005105114ThyroidATCnegative regulation of transport183/6293470/187238.12e-033.13e-02183
GO:009706621ThyroidATCresponse to thyroid hormone15/629326/187239.95e-033.63e-0215
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04152ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041521ColorectumADAMPK signaling pathway47/2092121/84653.74e-042.82e-031.80e-0347
hsa041522ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa04150ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa041523ColorectumMSSAMPK signaling pathway41/1875121/84651.91e-039.83e-036.03e-0341
hsa041501ColorectumMSSmTOR signaling pathway47/1875156/84651.19e-023.99e-022.44e-0247
hsa041524ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa041525ColorectumFAPAMPK signaling pathway37/1404121/84658.97e-058.56e-045.21e-0437
hsa041526ColorectumCRCAMPK signaling pathway31/1091121/84651.04e-041.57e-031.07e-0331
hsa041527ColorectumCRCAMPK signaling pathway31/1091121/84651.04e-041.57e-031.07e-0331
hsa0415210EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0415213EsophagusESCCAMPK signaling pathway80/4205121/84651.73e-046.67e-043.42e-0480
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa041528LiverNAFLDAMPK signaling pathway28/1043121/84656.26e-049.78e-037.88e-0328
hsa0415211LiverNAFLDAMPK signaling pathway28/1043121/84656.26e-049.78e-037.88e-0328
hsa0415221LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0415231LiverCirrhoticAMPK signaling pathway49/2530121/84657.90e-032.74e-021.69e-0249
hsa0415241LiverHCCAMPK signaling pathway77/4020121/84652.32e-041.11e-036.18e-0477
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
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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
CAB39insertionFrame_Shift_Insnovelc.507_508insAGGCCAAAGACAGp.Phe170ArgfsTer14p.F170Rfs*14Q9Y376protein_codingTCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CAB39SNVMissense_Mutationnovelc.158N>Gp.Ile53Serp.I53SQ9Y376protein_codingtolerated(0.09)benign(0.349)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CAB39SNVMissense_Mutationrs372860193c.520N>Ap.Glu174Lysp.E174KQ9Y376protein_codingdeleterious(0)possibly_damaging(0.779)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CAB39SNVMissense_Mutationc.160N>Ap.Leu54Metp.L54MQ9Y376protein_codingdeleterious(0.03)possibly_damaging(0.892)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CAB39SNVMissense_Mutationc.70G>Ap.Ala24Thrp.A24TQ9Y376protein_codingtolerated(0.57)benign(0)TCGA-A5-A0VQ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinSD
CAB39SNVMissense_Mutationnovelc.829N>Ap.Val277Ilep.V277IQ9Y376protein_codingdeleterious(0.03)possibly_damaging(0.906)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CAB39SNVMissense_Mutationrs757388040c.335C>Tp.Thr112Metp.T112MQ9Y376protein_codingdeleterious(0.04)possibly_damaging(0.807)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CAB39SNVMissense_Mutationc.160N>Ap.Leu54Metp.L54MQ9Y376protein_codingdeleterious(0.03)possibly_damaging(0.892)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CAB39SNVMissense_Mutationc.38N>Tp.Ala13Valp.A13VQ9Y376protein_codingtolerated(0.32)benign(0.05)TCGA-AP-A0LT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CAB39SNVMissense_Mutationc.70N>Ap.Ala24Thrp.A24TQ9Y376protein_codingtolerated(0.57)benign(0)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid 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
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