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: NCALD

Gene summary for NCALD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCALD

Gene ID

83988

Gene nameneurocalcin delta
Gene AliasNCALD
Cytomap8q22.3
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

B2RB70


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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
83988NCALDAEH-subject1HumanEndometriumAEH1.14e-226.36e-01-0.3059
83988NCALDAEH-subject2HumanEndometriumAEH4.93e-206.29e-01-0.2525
83988NCALDAEH-subject3HumanEndometriumAEH3.31e-022.43e-01-0.2576
83988NCALDAEH-subject4HumanEndometriumAEH1.74e-145.68e-01-0.2657
83988NCALDAEH-subject5HumanEndometriumAEH2.93e-369.65e-01-0.2953
83988NCALDEEC-subject1HumanEndometriumEEC4.21e-368.77e-01-0.2682
83988NCALDEEC-subject2HumanEndometriumEEC6.16e-277.44e-01-0.2607
83988NCALDEEC-subject4HumanEndometriumEEC7.81e-359.39e-01-0.2571
83988NCALDEEC-subject5HumanEndometriumEEC3.89e-327.77e-01-0.249
83988NCALDGSM5276935HumanEndometriumEEC2.57e-093.71e-01-0.123
83988NCALDGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.73e-042.97e-01-0.1934
83988NCALDGSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC9.87e-061.53e-01-0.1917
83988NCALDP5T-EHumanEsophagusESCC4.01e-044.90e-020.1327
83988NCALDP16T-EHumanEsophagusESCC2.03e-238.57e-010.1153
83988NCALDP26T-EHumanEsophagusESCC8.07e-042.20e-010.1276
83988NCALDP27T-EHumanEsophagusESCC8.33e-093.57e-010.1055
83988NCALDP37T-EHumanEsophagusESCC3.26e-044.21e-020.1371
83988NCALDP40T-EHumanEsophagusESCC5.11e-061.58e-010.109
83988NCALDP54T-EHumanEsophagusESCC2.64e-031.50e-010.0975
83988NCALDP61T-EHumanEsophagusESCC2.34e-023.35e-020.099
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:0019932LungAISsecond-messenger-mediated signaling46/1849312/187233.79e-033.52e-0246
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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
NCALDSNVMissense_Mutationnovelc.255N>Ap.Phe85Leup.F85LP61601protein_codingdeleterious(0)probably_damaging(0.989)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCALDSNVMissense_Mutationnovelc.76G>Ap.Glu26Lysp.E26KP61601protein_codingdeleterious(0)probably_damaging(1)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
NCALDSNVMissense_Mutationc.111N>Ap.Asp37Glup.D37EP61601protein_codingtolerated(0.11)benign(0.023)TCGA-AA-A02W-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NCALDSNVMissense_Mutationnovelc.493N>Cp.Ser165Prop.S165PP61601protein_codingdeleterious(0)probably_damaging(0.985)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
NCALDSNVMissense_Mutationnovelc.235N>Gp.Thr79Alap.T79AP61601protein_codingtolerated(0.29)benign(0.129)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NCALDinsertionFrame_Shift_Insnovelc.117dupCp.Ser40GlnfsTer10p.S40Qfs*10P61601protein_codingTCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NCALDSNVMissense_Mutationnovelc.542G>Ap.Arg181Hisp.R181HP61601protein_codingdeleterious(0.04)possibly_damaging(0.465)TCGA-AJ-A8CW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NCALDSNVMissense_Mutationnovelc.401N>Ap.Ser134Tyrp.S134YP61601protein_codingdeleterious(0)benign(0.022)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NCALDSNVMissense_Mutationnovelc.241G>Tp.Asp81Tyrp.D81YP61601protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NCALDSNVMissense_Mutationnovelc.414N>Ap.Met138Ilep.M138IP61601protein_codingtolerated(0.07)benign(0.007)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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