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: CD37

Gene summary for CD37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD37

Gene ID

951

Gene nameCD37 molecule
Gene AliasGP52-40
Cytomap19q13.33
Gene Typeprotein-coding
GO ID

GO:0001772

UniProtAcc

P11049


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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
951CD37CA_HPV_1HumanCervixCC1.97e-021.12e-010.0264
951CD37CCI_1HumanCervixCC3.25e-07-6.55e-010.528
951CD37CCI_2HumanCervixCC1.54e-06-6.55e-010.5249
951CD37CCI_3HumanCervixCC7.02e-07-6.24e-010.516
951CD37CCII_1HumanCervixCC4.27e-14-6.55e-010.3249
951CD37TumorHumanCervixCC1.20e-34-6.55e-010.1241
951CD37sample1HumanCervixCC7.17e-08-5.97e-010.0959
951CD37sample3HumanCervixCC1.03e-36-6.53e-010.1387
951CD37H2HumanCervixHSIL_HPV8.65e-24-6.12e-010.0632
951CD37L1HumanCervixCC2.03e-09-5.37e-010.0802
951CD37T1HumanCervixCC1.27e-20-6.18e-010.0918
951CD37T2HumanCervixCC3.96e-06-6.55e-010.0709
951CD37T3HumanCervixCC2.69e-33-6.53e-010.1389
951CD37LZE4THumanEsophagusESCC5.35e-083.32e-010.0811
951CD37LZE7THumanEsophagusESCC6.44e-076.67e-010.0667
951CD37LZE8THumanEsophagusESCC1.66e-023.09e-010.067
951CD37LZE22D1HumanEsophagusHGIN1.13e-025.49e-010.0595
951CD37LZE24THumanEsophagusESCC4.34e-053.63e-010.0596
951CD37LZE6THumanEsophagusESCC3.54e-147.58e-010.0845
951CD37C21HumanOral cavityOSCC1.07e-084.26e-010.2678
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
hsa04640CervixHSIL_HPVHematopoietic cell lineage18/45999/84654.97e-068.10e-056.54e-0518
hsa046401CervixHSIL_HPVHematopoietic cell lineage18/45999/84654.97e-068.10e-056.54e-0518
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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
CD37SNVMissense_Mutationc.90N>Ap.Phe30Leup.F30LP11049protein_codingtolerated(0.52)benign(0.306)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
CD37insertionNonsense_Mutationnovelc.765_766insTGTGATGAAAGATCTGATGAGAGTTCATTATACCACAGCTGACAAp.Leu255_Glu256insCysAspGluArgSerAspGluSerSerLeuTyrHisSerTerGlnp.L255_E256insCDERSDESSLYHS*QP11049protein_codingTCGA-BH-A0E2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
CD37SNVMissense_Mutationc.527N>Ap.Arg176Hisp.R176HP11049protein_codingtolerated(0.48)benign(0.003)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CD37SNVMissense_Mutationnovelc.479N>Gp.Asp160Glyp.D160GP11049protein_codingdeleterious(0.02)probably_damaging(0.999)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CD37SNVMissense_Mutationc.709N>Ap.Trp237Argp.W237RP11049protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
CD37SNVMissense_Mutationc.458N>Tp.Cys153Phep.C153FP11049protein_codingdeleterious(0)probably_damaging(0.983)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD37SNVMissense_Mutationnovelc.68N>Cp.Phe23Serp.F23SP11049protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CD37SNVMissense_Mutationc.214G>Ap.Ala72Thrp.A72TP11049protein_codingtolerated(0.06)benign(0.02)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
CD37SNVMissense_Mutationnovelc.461G>Ap.Gly154Aspp.G154DP11049protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CD37SNVMissense_Mutationnovelc.73C>Ap.Leu25Ilep.L25IP11049protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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
951CD37DRUGGABLE GENOMEIMGN529NARATUXIMAB EMTANSINE
951CD37DRUGGABLE GENOMEantibody374883837
951CD37DRUGGABLE GENOMETRU-016OTLERTUZUMAB
951CD37DRUGGABLE GENOMEOtlertuzumabOTLERTUZUMAB
951CD37DRUGGABLE GENOMEBI-836826
951CD37DRUGGABLE GENOMEantibody374883838OTLERTUZUMAB
951CD37DRUGGABLE GENOMEantibody374883836
951CD37DRUGGABLE GENOMETRU-016OTLERTUZUMAB
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