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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CDC37

Gene summary for CDC37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC37

Gene ID

11140

Gene namecell division cycle 37, HSP90 cochaperone
Gene AliasP50CDC37
Cytomap19p13.2
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

A0A024R7B7


Top

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
11140CDC37HTA11_3410_2000001011HumanColorectumAD2.77e-042.51e-010.0155
11140CDC37HTA11_1938_2000001011HumanColorectumAD2.25e-117.99e-01-0.0811
11140CDC37HTA11_347_2000001011HumanColorectumAD9.77e-135.76e-01-0.1954
11140CDC37HTA11_411_2000001011HumanColorectumSER5.75e-051.03e+00-0.2602
11140CDC37HTA11_2112_2000001011HumanColorectumSER1.91e-027.41e-01-0.2196
11140CDC37HTA11_3361_2000001011HumanColorectumAD2.80e-035.44e-01-0.1207
11140CDC37HTA11_696_2000001011HumanColorectumAD4.34e-167.11e-01-0.1464
11140CDC37HTA11_1391_2000001011HumanColorectumAD1.59e-189.91e-01-0.059
11140CDC37HTA11_2992_2000001011HumanColorectumSER2.04e-048.36e-01-0.1706
11140CDC37HTA11_5216_2000001011HumanColorectumSER2.70e-036.15e-01-0.1462
11140CDC37HTA11_866_3004761011HumanColorectumAD5.24e-115.63e-010.096
11140CDC37HTA11_10711_2000001011HumanColorectumAD3.43e-023.98e-010.0338
11140CDC37HTA11_7696_3000711011HumanColorectumAD5.53e-137.11e-010.0674
11140CDC37HTA11_6818_2000001021HumanColorectumAD3.78e-075.54e-010.0588
11140CDC37HTA11_99999970781_79442HumanColorectumMSS6.20e-208.27e-010.294
11140CDC37HTA11_99999965104_69814HumanColorectumMSS1.16e-169.84e-010.281
11140CDC37HTA11_99999971662_82457HumanColorectumMSS2.54e-221.05e+000.3859
11140CDC37HTA11_99999974143_84620HumanColorectumMSS5.53e-054.97e-010.3005
11140CDC37A015-C-203HumanColorectumFAP7.83e-094.61e-02-0.1294
11140CDC37A001-C-108HumanColorectumFAP7.35e-031.07e-01-0.0272
Page: 1 2 3 4 5 6 7 8 9 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:007190031Oral cavityNEOLPregulation of protein serine/threonine kinase activity64/2005359/187232.93e-054.48e-0464
GO:001623631Oral cavityNEOLPmacroautophagy54/2005291/187233.95e-055.62e-0454
GO:00603383Oral cavityNEOLPregulation of type I interferon-mediated signaling pathway13/200536/187235.04e-056.90e-0413
GO:00450883Oral cavityNEOLPregulation of innate immune response43/2005218/187235.49e-057.44e-0443
GO:007134631Oral cavityNEOLPcellular response to interferon-gamma27/2005118/187231.03e-041.24e-0327
GO:006033331Oral cavityNEOLPinterferon-gamma-mediated signaling pathway10/200527/187232.94e-042.92e-0310
GO:190300831Oral cavityNEOLPorganelle disassembly25/2005114/187233.66e-043.49e-0325
GO:000042231Oral cavityNEOLPautophagy of mitochondrion19/200581/187237.53e-046.12e-0319
GO:006172631Oral cavityNEOLPmitochondrion disassembly19/200581/187237.53e-046.12e-0319
GO:009878013Oral cavityNEOLPresponse to mitochondrial depolarisation7/200519/187232.51e-031.59e-027
GO:006033011Oral cavityNEOLPregulation of response to interferon-gamma6/200516/187234.64e-032.56e-026
GO:006033411Oral cavityNEOLPregulation of interferon-gamma-mediated signaling pathway6/200516/187234.64e-032.56e-026
GO:000660532Oral cavityNEOLPprotein targeting48/2005314/187237.23e-033.66e-0248
GO:000042321Oral cavityNEOLPmitophagy8/200528/187237.44e-033.73e-028
GO:190492511Oral cavityNEOLPpositive regulation of autophagy of mitochondrion in response to mitochondrial depolarization5/200513/187238.62e-034.15e-025
GO:003164718ProstateBPHregulation of protein stability111/3107298/187234.58e-181.42e-15111
GO:000645716ProstateBPHprotein folding85/3107212/187232.37e-164.74e-1485
GO:005082118ProstateBPHprotein stabilization75/3107191/187234.96e-145.68e-1275
GO:000660518ProstateBPHprotein targeting102/3107314/187232.51e-122.05e-10102
GO:002241117ProstateBPHcellular component disassembly121/3107443/187236.34e-092.25e-07121
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04151ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa041511ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa041516Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0415113Oral cavityOSCCPI3K-Akt signaling pathway185/3704354/84656.26e-041.86e-039.49e-04185
hsa0415123Oral cavityEOLPPI3K-Akt signaling pathway73/1218354/84657.03e-042.69e-031.59e-0373
hsa0415133Oral cavityEOLPPI3K-Akt signaling pathway73/1218354/84657.03e-042.69e-031.59e-0373
hsa0415141Oral cavityNEOLPPI3K-Akt signaling pathway79/1112354/84658.42e-079.92e-066.24e-0679
hsa0415151Oral cavityNEOLPPI3K-Akt signaling pathway79/1112354/84658.42e-079.92e-066.24e-0679
hsa041515ProstateBPHPI3K-Akt signaling pathway104/1718354/84652.07e-051.55e-049.61e-05104
hsa0415112ProstateBPHPI3K-Akt signaling pathway104/1718354/84652.07e-051.55e-049.61e-05104
hsa0415122ProstateTumorPI3K-Akt signaling pathway105/1791354/84657.42e-055.30e-043.28e-04105
hsa0415132ProstateTumorPI3K-Akt signaling pathway105/1791354/84657.42e-055.30e-043.28e-04105
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CDC37SNVMissense_Mutationnovelc.650N>Cp.Gln217Prop.Q217PQ16543protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CDC37SNVMissense_Mutationrs779190160c.691N>Tp.Arg231Trpp.R231WQ16543protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CDC37SNVMissense_Mutationc.56N>Tp.Thr19Metp.T19MQ16543protein_codingdeleterious(0)probably_damaging(0.966)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDC37SNVMissense_Mutationc.449C>Tp.Thr150Ilep.T150IQ16543protein_codingtolerated(0.07)possibly_damaging(0.673)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
CDC37SNVMissense_Mutationc.1027N>Ap.Val343Ilep.V343IQ16543protein_codingtolerated(0.1)benign(0.009)TCGA-D8-A1JB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CDC37deletionFrame_Shift_Delnovelc.462delNp.Lys154AsnfsTer44p.K154Nfs*44Q16543protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CDC37SNVMissense_Mutationnovelc.166N>Ap.Glu56Lysp.E56KQ16543protein_codingtolerated(0.15)benign(0.295)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
CDC37SNVMissense_Mutationrs751173951c.1004N>Ap.Arg335Hisp.R335HQ16543protein_codingdeleterious(0)probably_damaging(0.944)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CDC37SNVMissense_Mutationc.358N>Gp.Ser120Glyp.S120GQ16543protein_codingtolerated(0.07)possibly_damaging(0.579)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDC37SNVMissense_Mutationc.207N>Tp.Lys69Asnp.K69NQ16543protein_codingtolerated(0.15)benign(0.007)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
Page: 1 2 3 4 5 

Top

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
11140CDC37KINASESODIUM MOLYBDATESODIUM MOLYBDATE21486005
11140CDC37KINASEGELDANAMYCINGELDANAMYCIN21486005
Page: 1