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: CALML4

Gene summary for CALML4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CALML4

Gene ID

91860

Gene namecalmodulin like 4
Gene AliasNY-BR-20
Cytomap15q23
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q96GE6


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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
91860CALML4LZE7THumanEsophagusESCC9.32e-084.09e-010.0667
91860CALML4P28T-EHumanEsophagusESCC3.99e-041.33e-010.1149
91860CALML4P30T-EHumanEsophagusESCC3.85e-062.75e-010.137
91860CALML4P42T-EHumanEsophagusESCC2.93e-031.79e-010.1175
91860CALML4P52T-EHumanEsophagusESCC1.42e-028.50e-020.1555
91860CALML4P82T-EHumanEsophagusESCC2.06e-068.90e-010.1072
91860CALML4P94T-EHumanEsophagusESCC2.33e-171.53e+000.0879
91860CALML4P104T-EHumanEsophagusESCC1.40e-054.47e-010.0931
91860CALML4P128T-EHumanEsophagusESCC9.55e-031.52e-010.1241
91860CALML4P130T-EHumanEsophagusESCC2.61e-051.12e-010.1676
91860CALML4Pat01-BHumanStomachGC9.82e-518.59e-010.5754
91860CALML4Pat02-BHumanStomachGC4.02e-436.67e-010.0368
91860CALML4Pat03-BHumanStomachGC7.97e-539.10e-010.3693
91860CALML4Pat04-BHumanStomachGC4.77e-377.33e-01-0.1483
91860CALML4Pat05-BHumanStomachGC5.89e-164.26e-01-0.0353
91860CALML4Pat06-BHumanStomachGC9.90e-233.91e-01-0.1961
91860CALML4Pat07-BHumanStomachGC2.21e-094.08e-010.0935
91860CALML4Pat08-BHumanStomachGC1.97e-196.97e-010.0182
91860CALML4Pat09-BHumanStomachGC3.16e-112.92e-01-0.0359
91860CALML4Pat10-BHumanStomachGC1.01e-083.93e-010.084
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
∗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
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012211EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa05417211EsophagusESCCLipid and atherosclerosis143/4205215/84653.30e-072.45e-061.26e-06143
hsa05163210EsophagusESCCHuman cytomegalovirus infection148/4205225/84655.73e-074.00e-062.05e-06148
hsa046259EsophagusESCCC-type lectin receptor signaling pathway73/4205104/84651.57e-057.98e-054.09e-0573
hsa0472225EsophagusESCCNeurotrophin signaling pathway80/4205119/84657.33e-053.07e-041.57e-0480
hsa049109EsophagusESCCInsulin signaling pathway89/4205137/84651.97e-047.32e-043.75e-0489
hsa0521417EsophagusESCCGlioma52/420575/84654.20e-041.45e-037.43e-0452
hsa051527EsophagusESCCTuberculosis111/4205180/84657.14e-042.32e-031.19e-03111
hsa051339EsophagusESCCPertussis48/420576/84651.21e-022.77e-021.42e-0248
hsa0492214EsophagusESCCGlucagon signaling pathway64/4205107/84652.18e-024.80e-022.46e-0264
hsa041146EsophagusESCCOocyte meiosis77/4205131/84652.19e-024.80e-022.46e-0277
hsa05012310EsophagusESCCParkinson disease201/4205266/84651.56e-188.72e-174.46e-17201
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501038EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
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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
CALML4SNVMissense_Mutationc.74N>Ap.Gly25Glup.G25EQ96GE6protein_codingtolerated_low_confidence(0.29)benign(0.001)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CALML4SNVMissense_Mutationnovelc.456N>Cp.Lys152Asnp.K152NQ96GE6protein_codingtolerated(0.06)probably_damaging(0.993)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
CALML4SNVMissense_Mutationc.122N>Ap.Gly41Aspp.G41DQ96GE6protein_codingtolerated(0.1)benign(0)TCGA-AY-6197-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CALML4SNVMissense_Mutationrs750544784c.223N>Ap.Asp75Asnp.D75NQ96GE6protein_codingdeleterious(0)probably_damaging(0.986)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CALML4SNVMissense_Mutationnovelc.16N>Gp.Leu6Valp.L6VQ96GE6protein_codingdeleterious_low_confidence(0)possibly_damaging(0.714)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CALML4SNVMissense_Mutationnovelc.329C>Tp.Ser110Phep.S110FQ96GE6protein_codingdeleterious(0.04)possibly_damaging(0.546)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CALML4SNVMissense_Mutationrs750544784c.223N>Ap.Asp75Asnp.D75NQ96GE6protein_codingdeleterious(0)probably_damaging(0.986)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CALML4SNVMissense_Mutationnovelc.388N>Ap.Leu130Ilep.L130IQ96GE6protein_codingtolerated(0.08)probably_damaging(0.942)TCGA-BK-A6W3-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CALML4SNVMissense_Mutationrs777156448c.353N>Cp.Met118Thrp.M118TQ96GE6protein_codingtolerated(0.2)benign(0.001)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
CALML4SNVMissense_Mutationc.502N>Ap.Leu168Ilep.L168IQ96GE6protein_codingdeleterious(0.05)benign(0.39)TCGA-D1-A17Q-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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