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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CALML5

Gene summary for CALML5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CALML5

Gene ID

51806

Gene namecalmodulin like 5
Gene AliasCLSP
Cytomap10p15.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q53H37


Top

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
51806CALML5GSM4909281HumanBreastIDC1.28e-419.18e-010.21
51806CALML5GSM4909282HumanBreastIDC2.67e-801.11e+00-0.0288
51806CALML5GSM4909285HumanBreastIDC7.39e-1221.60e+000.21
51806CALML5GSM4909286HumanBreastIDC2.26e-122.55e-010.1081
51806CALML5GSM4909288HumanBreastIDC7.62e-057.08e-010.0988
51806CALML5GSM4909290HumanBreastIDC9.67e-1301.97e+000.2096
51806CALML5GSM4909293HumanBreastIDC9.05e-05-2.71e-010.1581
51806CALML5GSM4909294HumanBreastIDC5.32e-831.44e+000.2022
51806CALML5GSM4909295HumanBreastIDC1.02e-431.46e+000.0898
51806CALML5GSM4909296HumanBreastIDC2.05e-381.01e+000.1524
51806CALML5GSM4909298HumanBreastIDC7.21e-04-2.41e-010.1551
51806CALML5GSM4909301HumanBreastIDC5.17e-07-2.72e-010.1577
51806CALML5GSM4909302HumanBreastIDC5.69e-03-2.59e-010.1545
51806CALML5GSM4909304HumanBreastIDC3.74e-05-2.92e-010.1636
51806CALML5GSM4909308HumanBreastIDC1.02e-04-2.83e-010.158
51806CALML5GSM4909311HumanBreastIDC1.78e-05-2.66e-010.1534
51806CALML5GSM4909312HumanBreastIDC3.05e-04-2.79e-010.1552
51806CALML5GSM4909315HumanBreastIDC3.74e-04-2.80e-010.21
51806CALML5GSM4909317HumanBreastIDC1.69e-571.38e+000.1355
51806CALML5GSM4909318HumanBreastIDC5.77e-341.65e+000.2031
Page: 1 2 3 4 5 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00085445BreastPrecancerepidermis development35/1080324/187232.71e-043.96e-0335
GO:000854412BreastIDCepidermis development41/1434324/187231.03e-031.14e-0241
GO:000854422BreastDCISepidermis development40/1390324/187231.05e-031.16e-0240
GO:00085446CervixCCepidermis development83/2311324/187233.91e-118.54e-0983
GO:000854410EsophagusESCCepidermis development193/8552324/187232.87e-074.19e-06193
GO:00085449Oral cavityOSCCepidermis development171/7305324/187232.89e-074.43e-06171
GO:000854416Oral cavityLPepidermis development112/4623324/187233.81e-055.61e-04112
GO:000854417SkinAKepidermis development79/1910324/187231.04e-133.25e-1179
GO:000854425SkincSCCepidermis development131/4864324/187237.38e-092.39e-07131
Page: 1 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501218BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0501016BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0502216BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0516718BreastPrecancerKaposi sarcoma-associated herpesvirus infection36/684194/84651.68e-062.53e-051.94e-0536
hsa0491518BreastPrecancerEstrogen signaling pathway28/684138/84654.10e-065.39e-054.13e-0528
hsa0541818BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0541718BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa042189BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa05031BreastPrecancerAmphetamine addiction14/68469/84651.05e-037.35e-035.63e-0314
hsa0516316BreastPrecancerHuman cytomegalovirus infection32/684225/84651.13e-037.57e-035.80e-0332
hsa0497114BreastPrecancerGastric acid secretion13/68476/84657.35e-034.07e-023.12e-0213
hsa0501219BreastPrecancerParkinson disease99/684266/84653.58e-425.65e-404.33e-4099
hsa0501017BreastPrecancerAlzheimer disease103/684384/84651.03e-294.66e-283.57e-28103
hsa0502217BreastPrecancerPathways of neurodegeneration - multiple diseases112/684476/84656.96e-272.44e-251.87e-25112
hsa0516719BreastPrecancerKaposi sarcoma-associated herpesvirus infection36/684194/84651.68e-062.53e-051.94e-0536
hsa0491519BreastPrecancerEstrogen signaling pathway28/684138/84654.10e-065.39e-054.13e-0528
hsa0541819BreastPrecancerFluid shear stress and atherosclerosis28/684139/84654.74e-066.00e-054.59e-0528
hsa0541719BreastPrecancerLipid and atherosclerosis37/684215/84657.64e-069.29e-057.12e-0537
hsa0421814BreastPrecancerCellular senescence29/684156/84651.66e-051.69e-041.30e-0429
hsa050311BreastPrecancerAmphetamine addiction14/68469/84651.05e-037.35e-035.63e-0314
Page: 1 2 3 4 5 6 7 8 9 10 11 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CALML5SNVMissense_Mutationrs760863630c.103N>Ap.Ala35Thrp.A35TQ9NZT1protein_codingtolerated(1)benign(0.06)TCGA-C8-A274-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CALML5SNVMissense_Mutationc.119N>Tp.Thr40Metp.T40MQ9NZT1protein_codingdeleterious(0.02)benign(0)TCGA-C8-A278-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
CALML5SNVMissense_Mutationc.187N>Ap.Glu63Lysp.E63KQ9NZT1protein_codingtolerated(0.07)benign(0.025)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CALML5SNVMissense_Mutationc.271G>Ap.Asp91Asnp.D91NQ9NZT1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CALML5SNVMissense_Mutationc.187N>Ap.Glu63Lysp.E63KQ9NZT1protein_codingtolerated(0.07)benign(0.025)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
CALML5SNVMissense_Mutationrs760863630c.103N>Ap.Ala35Thrp.A35TQ9NZT1protein_codingtolerated(1)benign(0.06)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CALML5SNVMissense_Mutationrs201275265c.70N>Ap.Gly24Argp.G24RQ9NZT1protein_codingdeleterious(0.03)possibly_damaging(0.674)TCGA-AX-A06D-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapycarboplatinPD
CALML5SNVMissense_Mutationrs199855788c.215C>Tp.Ala72Valp.A72VQ9NZT1protein_codingtolerated(0.19)benign(0.012)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
CALML5SNVMissense_Mutationnovelc.114G>Tp.Lys38Asnp.K38NQ9NZT1protein_codingdeleterious(0.01)possibly_damaging(0.551)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
CALML5SNVMissense_Mutationc.271G>Ap.Asp91Asnp.D91NQ9NZT1protein_codingdeleterious(0)probably_damaging(0.996)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 

Top

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
Page: 1