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: CD38

Gene summary for CD38

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD38

Gene ID

952

Gene nameCD38 molecule
Gene AliasADPRC 1
Cytomap4p15.32
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

B4E006


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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
952CD38C38HumanOral cavityOSCC5.76e-034.96e-010.172
952CD38C46HumanOral cavityOSCC4.24e-073.44e-010.1673
952CD38C06HumanOral cavityOSCC2.72e-058.59e-010.2699
952CD38C08HumanOral cavityOSCC3.19e-245.19e-010.1919
952CD38LN46HumanOral cavityOSCC1.31e-045.32e-010.1666
952CD38LP15HumanOral cavityLP4.62e-037.74e-010.2174
952CD38EOLP-1HumanOral cavityEOLP8.30e-072.97e-01-0.0202
952CD38SYSMH1HumanOral cavityOSCC1.66e-101.75e-010.1127
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:000697920Oral cavityOSCCresponse to oxidative stress273/7305446/187238.35e-221.65e-19273
GO:190495119Oral cavityOSCCpositive regulation of establishment of protein localization196/7305319/187232.89e-162.20e-14196
GO:005122219Oral cavityOSCCpositive regulation of protein transport187/7305303/187237.37e-165.49e-14187
GO:001604917Oral cavityOSCCcell growth268/7305482/187236.55e-143.51e-12268
GO:007048219Oral cavityOSCCresponse to oxygen levels200/7305347/187231.17e-125.13e-11200
GO:000155816Oral cavityOSCCregulation of cell growth228/7305414/187231.74e-116.09e-10228
GO:000166619Oral cavityOSCCresponse to hypoxia177/7305307/187232.21e-117.50e-10177
GO:003629319Oral cavityOSCCresponse to decreased oxygen levels182/7305322/187231.14e-103.41e-09182
GO:004854520Oral cavityOSCCresponse to steroid hormone186/7305339/187231.86e-094.42e-08186
GO:190165419Oral cavityOSCCresponse to ketone114/7305194/187231.82e-083.60e-07114
GO:00303079Oral cavityOSCCpositive regulation of cell growth92/7305166/187231.27e-051.29e-0492
GO:00323559Oral cavityOSCCresponse to estradiol79/7305141/187233.01e-052.76e-0479
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:00325707Oral cavityOSCCresponse to progesterone26/730537/187231.15e-048.35e-0426
GO:001097510Oral cavityOSCCregulation of neuron projection development210/7305445/187232.35e-041.52e-03210
GO:00075657Oral cavityOSCCfemale pregnancy98/7305193/187235.66e-043.27e-0398
GO:000930610Oral cavityOSCCprotein secretion169/7305359/187231.04e-035.34e-03169
GO:003559210Oral cavityOSCCestablishment of protein localization to extracellular region169/7305360/187231.21e-036.08e-03169
GO:00716929Oral cavityOSCCprotein localization to extracellular region172/7305368/187231.40e-036.79e-03172
GO:004592710Oral cavityOSCCpositive regulation of growth125/7305259/187231.44e-036.97e-03125
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049219Oral cavityEOLPOxytocin signaling pathway36/1218154/84651.79e-036.08e-033.58e-0336
hsa0492112Oral cavityEOLPOxytocin signaling pathway36/1218154/84651.79e-036.08e-033.58e-0336
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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
CD38SNVMissense_Mutationc.353N>Ap.Pro118Hisp.P118HP28907protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
CD38SNVMissense_Mutationnovelc.475T>Gp.Trp159Glyp.W159GP28907protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CD38SNVMissense_Mutationc.239N>Cp.Val80Alap.V80AP28907protein_codingtolerated(0.06)benign(0.076)TCGA-E2-A15S-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CD38SNVMissense_Mutationnovelc.59G>Ap.Arg20Lysp.R20KP28907protein_codingtolerated(0.53)benign(0.006)TCGA-C5-A8YR-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CD38SNVMissense_Mutationc.473N>Ap.Thr158Lysp.T158KP28907protein_codingtolerated(0.54)benign(0.005)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD38SNVMissense_Mutationc.139N>Tp.Arg47Cysp.R47CP28907protein_codingtolerated(0.05)benign(0.279)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CD38SNVMissense_Mutationc.131N>Tp.Pro44Leup.P44LP28907protein_codingtolerated(0.67)benign(0)TCGA-CM-6172-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
CD38SNVMissense_Mutationnovelc.650N>Gp.Asp217Glyp.D217GP28907protein_codingtolerated(0.4)benign(0.036)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CD38SNVMissense_Mutationc.353C>Ap.Pro118Hisp.P118HP28907protein_codingdeleterious(0.03)probably_damaging(0.995)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CD38SNVMissense_Mutationnovelc.814N>Ap.Gln272Lysp.Q272KP28907protein_codingtolerated(1)benign(0)TCGA-AJ-A5DW-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
952CD38CELL SURFACE, DRUGGABLE GENOMECART-38 cells
952CD38CELL SURFACE, DRUGGABLE GENOMECD38-specific gene-engineered T cells
952CD38CELL SURFACE, DRUGGABLE GENOMEMOR-202
952CD38CELL SURFACE, DRUGGABLE GENOMEantibody178103967DARATUMUMAB
952CD38CELL SURFACE, DRUGGABLE GENOMEantibody252827377ISATUXIMAB
952CD38CELL SURFACE, DRUGGABLE GENOMECAR-T cells targeting CD38
952CD38CELL SURFACE, DRUGGABLE GENOMEAnti-CD38 CAR-T cells
952CD38CELL SURFACE, DRUGGABLE GENOMECD38 CAR T cells
952CD38CELL SURFACE, DRUGGABLE GENOMESAR650984
952CD38CELL SURFACE, DRUGGABLE GENOME4SCAR19 and 4SCAR38
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