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: CDC37L1

Gene summary for CDC37L1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC37L1

Gene ID

55664

Gene namecell division cycle 37 like 1
Gene AliasCDC37B
Cytomap9p24.1
Gene Typeprotein-coding
GO ID

GO:0006457

UniProtAcc

Q7L3B6


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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
55664CDC37L1LZE4THumanEsophagusESCC5.35e-074.00e-010.0811
55664CDC37L1LZE8THumanEsophagusESCC1.74e-101.59e-010.067
55664CDC37L1LZE20THumanEsophagusESCC8.33e-051.23e-010.0662
55664CDC37L1LZE22THumanEsophagusESCC8.68e-041.45e-010.068
55664CDC37L1LZE24THumanEsophagusESCC8.56e-175.53e-010.0596
55664CDC37L1LZE6THumanEsophagusESCC1.05e-042.76e-010.0845
55664CDC37L1P1T-EHumanEsophagusESCC7.92e-059.70e-020.0875
55664CDC37L1P2T-EHumanEsophagusESCC1.07e-131.76e-010.1177
55664CDC37L1P4T-EHumanEsophagusESCC9.67e-162.63e-010.1323
55664CDC37L1P5T-EHumanEsophagusESCC4.87e-136.22e-020.1327
55664CDC37L1P8T-EHumanEsophagusESCC2.28e-127.48e-020.0889
55664CDC37L1P9T-EHumanEsophagusESCC4.41e-232.55e-010.1131
55664CDC37L1P10T-EHumanEsophagusESCC1.54e-261.86e-010.116
55664CDC37L1P11T-EHumanEsophagusESCC2.45e-105.46e-010.1426
55664CDC37L1P12T-EHumanEsophagusESCC1.42e-192.73e-010.1122
55664CDC37L1P15T-EHumanEsophagusESCC5.08e-133.56e-010.1149
55664CDC37L1P16T-EHumanEsophagusESCC7.39e-151.52e-010.1153
55664CDC37L1P17T-EHumanEsophagusESCC8.27e-062.52e-010.1278
55664CDC37L1P19T-EHumanEsophagusESCC1.86e-053.28e-010.1662
55664CDC37L1P20T-EHumanEsophagusESCC1.78e-161.84e-010.1124
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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
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
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0006457110EsophagusESCCprotein folding163/8552212/187231.13e-201.74e-18163
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:005082120Oral cavityOSCCprotein stabilization122/7305191/187232.69e-121.09e-10122
GO:0006457112ThyroidPTCprotein folding137/5968212/187238.29e-232.01e-20137
GO:0031647113ThyroidPTCregulation of protein stability174/5968298/187232.05e-214.05e-19174
GO:0050821113ThyroidPTCprotein stabilization115/5968191/187235.67e-164.31e-14115
GO:000645733ThyroidATCprotein folding140/6293212/187233.46e-228.09e-20140
GO:003164734ThyroidATCregulation of protein stability177/6293298/187234.08e-206.46e-18177
GO:005082134ThyroidATCprotein stabilization117/6293191/187233.98e-152.71e-13117
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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
CDC37L1SNVMissense_Mutationc.164N>Gp.Gln55Argp.Q55RQ7L3B6protein_codingdeleterious(0.04)possibly_damaging(0.78)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CDC37L1SNVMissense_Mutationc.607N>Tp.His203Tyrp.H203YQ7L3B6protein_codingtolerated(0.1)possibly_damaging(0.884)TCGA-BH-A0DL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
CDC37L1SNVMissense_Mutationrs372436527c.844N>Gp.Met282Valp.M282VQ7L3B6protein_codingtolerated(0.25)benign(0.003)TCGA-E2-A14S-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
CDC37L1SNVMissense_Mutationnovelc.751N>Cp.Glu251Glnp.E251QQ7L3B6protein_codingtolerated(0.14)possibly_damaging(0.588)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CDC37L1SNVMissense_Mutationrs756219911c.725N>Ap.Arg242Hisp.R242HQ7L3B6protein_codingdeleterious(0)probably_damaging(0.996)TCGA-G4-6317-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfluorouracilPD
CDC37L1SNVMissense_Mutationrs750184463c.437N>Tp.Arg146Ilep.R146IQ7L3B6protein_codingdeleterious(0.04)benign(0.062)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
CDC37L1insertionFrame_Shift_Insnovelc.943_944insCATACATATATATTp.Ala316TyrfsTer10p.A316Yfs*10Q7L3B6protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CDC37L1SNVMissense_Mutationnovelc.548N>Ap.Ser183Tyrp.S183YQ7L3B6protein_codingdeleterious(0)probably_damaging(0.93)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CDC37L1SNVMissense_Mutationnovelc.128N>Tp.Ala43Valp.A43VQ7L3B6protein_codingtolerated(0.12)benign(0.001)TCGA-A5-A1OG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapytaxolPD
CDC37L1SNVMissense_Mutationnovelc.889N>Ap.Gly297Serp.G297SQ7L3B6protein_codingtolerated(0.13)benign(0.14)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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