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: MCL1

Gene summary for MCL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MCL1

Gene ID

4170

Gene nameMCL1 apoptosis regulator, BCL2 family member
Gene AliasBCL2L3
Cytomap1q21.2
Gene Typeprotein-coding
GO ID

GO:0001709

UniProtAcc

A0A087WT64


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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
4170MCL1GSM4909286HumanBreastIDC6.39e-05-2.39e-010.1081
4170MCL1GSM4909293HumanBreastIDC5.77e-093.84e-010.1581
4170MCL1GSM4909294HumanBreastIDC2.74e-05-4.17e-010.2022
4170MCL1GSM4909296HumanBreastIDC8.41e-08-2.10e-010.1524
4170MCL1GSM4909297HumanBreastIDC6.26e-09-1.87e-010.1517
4170MCL1GSM4909299HumanBreastIDC2.79e-074.20e-010.035
4170MCL1GSM4909301HumanBreastIDC8.48e-881.06e+000.1577
4170MCL1GSM4909308HumanBreastIDC9.89e-032.93e-010.158
4170MCL1GSM4909311HumanBreastIDC8.66e-27-3.07e-010.1534
4170MCL1GSM4909312HumanBreastIDC8.38e-048.22e-020.1552
4170MCL1GSM4909319HumanBreastIDC1.12e-35-6.05e-010.1563
4170MCL1GSM4909320HumanBreastIDC2.46e-06-5.35e-010.1575
4170MCL1GSM4909321HumanBreastIDC4.44e-082.00e-020.1559
4170MCL1brca2HumanBreastPrecancer6.51e-03-8.41e-02-0.024
4170MCL1brca3HumanBreastPrecancer2.99e-04-1.06e-02-0.0263
4170MCL1brca10HumanBreastPrecancer9.33e-04-3.85e-01-0.0029
4170MCL1NCCBC14HumanBreastDCIS8.16e-07-3.13e-010.2021
4170MCL1NCCBC5HumanBreastDCIS5.78e-08-3.78e-010.2046
4170MCL1P1HumanBreastIDC1.48e-12-1.66e-010.1527
4170MCL1DCIS2HumanBreastDCIS1.88e-464.59e-010.0085
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000863114EndometriumEECintrinsic apoptotic signaling pathway in response to oxidative stress15/216845/187239.95e-051.38e-0315
GO:190217515EndometriumEECregulation of oxidative stress-induced intrinsic apoptotic signaling pathway11/216829/187232.31e-042.73e-0311
GO:003647316EndometriumEECcell death in response to oxidative stress23/216895/187234.20e-044.40e-0323
GO:003647514EndometriumEECneuron death in response to oxidative stress11/216831/187234.54e-044.69e-0311
GO:190320313EndometriumEECregulation of oxidative stress-induced neuron death10/216827/187235.55e-045.54e-0310
GO:190320115EndometriumEECregulation of oxidative stress-induced cell death19/216874/187235.96e-045.92e-0319
GO:004352515EndometriumEECpositive regulation of neuron apoptotic process16/216858/187236.77e-046.50e-0316
GO:001050613EndometriumEECregulation of autophagy55/2168317/187231.40e-031.14e-0255
GO:200102014EndometriumEECregulation of response to DNA damage stimulus40/2168219/187232.30e-031.70e-0240
GO:007099717EndometriumEECneuron death60/2168361/187232.49e-031.83e-0260
GO:190040715EndometriumEECregulation of cellular response to oxidative stress20/216889/187232.55e-031.85e-0220
GO:190121417EndometriumEECregulation of neuron death54/2168319/187232.67e-031.93e-0254
GO:190320911EndometriumEECpositive regulation of oxidative stress-induced cell death7/216818/187232.76e-031.97e-027
GO:000863015EndometriumEECintrinsic apoptotic signaling pathway in response to DNA damage21/216899/187234.19e-032.73e-0221
GO:007180613EndometriumEECprotein transmembrane transport14/216859/187236.44e-033.77e-0214
GO:190288215EndometriumEECregulation of response to oxidative stress20/216898/187237.99e-034.44e-0220
GO:20012391EndometriumEECregulation of extrinsic apoptotic signaling pathway in absence of ligand11/216843/187238.36e-034.59e-0211
GO:009719327EsophagusHGINintrinsic apoptotic signaling pathway90/2587288/187231.50e-142.80e-1290
GO:200124227EsophagusHGINregulation of intrinsic apoptotic signaling pathway58/2587164/187232.57e-123.58e-1058
GO:200123327EsophagusHGINregulation of apoptotic signaling pathway97/2587356/187231.36e-111.57e-0997
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa042108BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0421013BreastPrecancerApoptosis25/684136/84657.61e-056.87e-045.26e-0425
hsa0421022BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa0421032BreastIDCApoptosis31/867136/84651.34e-051.61e-041.20e-0431
hsa0421041BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa0421051BreastDCISApoptosis29/846136/84655.92e-055.97e-044.40e-0429
hsa04210ColorectumMSSApoptosis44/1875136/84653.66e-031.66e-021.01e-0244
hsa042101ColorectumMSSApoptosis44/1875136/84653.66e-031.66e-021.01e-0244
hsa0421024EndometriumEECApoptosis31/1237136/84656.72e-033.25e-022.42e-0231
hsa0421034EndometriumEECApoptosis31/1237136/84656.72e-033.25e-022.42e-0231
hsa0421020EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa04210110EsophagusHGINApoptosis36/1383136/84651.67e-031.52e-021.20e-0236
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0421037EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa042106LiverCirrhoticApoptosis58/2530136/84659.84e-045.55e-033.42e-0358
hsa0421011LiverCirrhoticApoptosis58/2530136/84659.84e-045.55e-033.42e-0358
hsa042102LiverHCCApoptosis83/4020136/84659.51e-043.58e-031.99e-0383
hsa042103LiverHCCApoptosis83/4020136/84659.51e-043.58e-031.99e-0383
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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
MCL1SNVMissense_Mutationc.724G>Ap.Asp242Asnp.D242NQ07820protein_codingtolerated(0.11)benign(0.268)TCGA-D8-A1JN-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozolumSD
MCL1insertionIn_Frame_Insnovelc.734_735insCAAACTGTTGGTp.Ser245_Leu246insLysLeuLeuValp.S245_L246insKLLVQ07820protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
MCL1insertionFrame_Shift_Insnovelc.732_733insGCTTCTCTTCp.Ser245AlafsTer35p.S245Afs*35Q07820protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
MCL1SNVMissense_Mutationc.485N>Gp.Ser162Trpp.S162WQ07820protein_codingdeleterious(0)probably_damaging(0.979)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
MCL1SNVMissense_Mutationnovelc.823G>Ap.Ala275Thrp.A275TQ07820protein_codingdeleterious(0.02)possibly_damaging(0.546)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
MCL1SNVMissense_Mutationnovelc.543T>Gp.Ile181Metp.I181MQ07820protein_codingtolerated(0.1)benign(0.231)TCGA-AA-3976-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfolinicCR
MCL1SNVMissense_Mutationnovelc.74G>Ap.Ser25Asnp.S25NQ07820protein_codingtolerated_low_confidence(0.12)benign(0.023)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MCL1SNVMissense_Mutationnovelc.844N>Cp.Asn282Hisp.N282HQ07820protein_codingdeleterious(0.04)probably_damaging(0.956)TCGA-AG-A00Y-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
MCL1SNVMissense_Mutationnovelc.361T>Ap.Ser121Thrp.S121TQ07820protein_codingtolerated(0.07)benign(0.202)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
MCL1SNVMissense_Mutationnovelc.679N>Ap.Ala227Thrp.A227TQ07820protein_codingdeleterious(0.04)possibly_damaging(0.628)TCGA-BG-A222-01Endometriumuterine 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
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLEPMID27744724-Compound-13
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLEPROCHLORPERAZINEPROCHLORPERAZINE
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLESULFURETINSULFURETIN
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLEPMID27744724-Compound-22
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLEAPOMORPHINE HYDROCHLORIDE HEMIHYDRATEAPOMORPHINE HYDROCHLORIDE HEMIHYDRATE
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLECB7969312CHEMBL599255
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLESJ000036432CHEMBL591135
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLEAMENTOFLAVONEAMENTOFLAVONE
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLEantagonist252166530VENETOCLAX
4170MCL1DRUGGABLE GENOME, CLINICALLY ACTIONABLELOMOFUNGINLOMOFUNGIN
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