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: 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


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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
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
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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.

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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:190300822Oral cavityEOLPorganelle disassembly26/2218114/187237.06e-045.78e-0326
GO:006191221Oral cavityEOLPselective autophagy18/221868/187237.29e-045.94e-0318
GO:000042222Oral cavityEOLPautophagy of mitochondrion20/221881/187239.93e-047.46e-0320
GO:006172622Oral cavityEOLPmitochondrion disassembly20/221881/187239.93e-047.46e-0320
GO:00603304Oral cavityEOLPregulation of response to interferon-gamma7/221816/187231.40e-039.58e-037
GO:00603344Oral cavityEOLPregulation of interferon-gamma-mediated signaling pathway7/221816/187231.40e-039.58e-037
GO:000042314Oral cavityEOLPmitophagy9/221828/187233.80e-032.11e-029
GO:003164733Oral cavityNEOLPregulation of protein stability73/2005298/187237.46e-121.17e-0973
GO:005082133Oral cavityNEOLPprotein stabilization53/2005191/187234.09e-115.41e-0953
GO:00603373Oral cavityNEOLPtype I interferon signaling pathway22/200550/187231.82e-091.18e-0722
GO:00713573Oral cavityNEOLPcellular response to type I interferon22/200552/187234.49e-092.54e-0722
GO:003434031Oral cavityNEOLPresponse to type I interferon23/200558/187239.04e-094.55e-0723
GO:00019593Oral cavityNEOLPregulation of cytokine-mediated signaling pathway41/2005150/187231.03e-085.12e-0741
GO:00607593Oral cavityNEOLPregulation of response to cytokine stimulus43/2005162/187231.19e-085.70e-0743
GO:002241131Oral cavityNEOLPcellular component disassembly87/2005443/187231.39e-086.46e-0787
GO:001922122Oral cavityNEOLPcytokine-mediated signaling pathway88/2005472/187231.37e-074.80e-0688
GO:003434131Oral cavityNEOLPresponse to interferon-gamma36/2005141/187235.06e-071.52e-0536
GO:000283131Oral cavityNEOLPregulation of response to biotic stimulus65/2005327/187235.93e-071.74e-0565
GO:000645732Oral cavityNEOLPprotein folding45/2005212/187235.31e-061.10e-0445
GO:006191231Oral cavityNEOLPselective autophagy20/200568/187231.84e-053.09e-0420
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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
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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
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
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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
11140CDC37KINASESODIUM MOLYBDATESODIUM MOLYBDATE21486005
11140CDC37KINASEGELDANAMYCINGELDANAMYCIN21486005
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