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: FOXM1

Gene summary for FOXM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FOXM1

Gene ID

2305

Gene nameforkhead box M1
Gene AliasFKHL16
Cytomap12p13.33
Gene Typeprotein-coding
GO ID

GO:0000086

UniProtAcc

A0A0D9SFF0


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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
2305FOXM1LZE2THumanEsophagusESCC2.95e-058.13e-010.082
2305FOXM1LZE6THumanEsophagusESCC1.92e-031.84e-010.0845
2305FOXM1P2T-EHumanEsophagusESCC7.01e-135.21e-010.1177
2305FOXM1P4T-EHumanEsophagusESCC7.32e-216.05e-010.1323
2305FOXM1P5T-EHumanEsophagusESCC9.53e-092.33e-010.1327
2305FOXM1P9T-EHumanEsophagusESCC3.78e-051.65e-010.1131
2305FOXM1P10T-EHumanEsophagusESCC7.34e-123.97e-010.116
2305FOXM1P15T-EHumanEsophagusESCC1.87e-073.52e-010.1149
2305FOXM1P16T-EHumanEsophagusESCC1.88e-041.36e-010.1153
2305FOXM1P17T-EHumanEsophagusESCC7.41e-032.34e-010.1278
2305FOXM1P20T-EHumanEsophagusESCC2.80e-022.10e-010.1124
2305FOXM1P21T-EHumanEsophagusESCC1.62e-132.81e-010.1617
2305FOXM1P22T-EHumanEsophagusESCC4.24e-186.51e-010.1236
2305FOXM1P24T-EHumanEsophagusESCC2.93e-153.39e-010.1287
2305FOXM1P26T-EHumanEsophagusESCC1.76e-123.38e-010.1276
2305FOXM1P27T-EHumanEsophagusESCC9.20e-062.14e-010.1055
2305FOXM1P28T-EHumanEsophagusESCC2.56e-163.57e-010.1149
2305FOXM1P31T-EHumanEsophagusESCC1.30e-153.42e-010.1251
2305FOXM1P32T-EHumanEsophagusESCC2.41e-295.96e-010.1666
2305FOXM1P36T-EHumanEsophagusESCC8.30e-074.84e-010.1187
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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
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
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:007233120Oral cavityOSCCsignal transduction by p53 class mediator107/7305163/187234.75e-121.83e-10107
GO:000756818Oral cavityOSCCaging194/7305339/187236.18e-122.33e-10194
GO:005105414Oral cavityOSCCpositive regulation of DNA metabolic process126/7305201/187238.12e-123.01e-10126
GO:200102017Oral cavityOSCCregulation of response to DNA damage stimulus131/7305219/187233.21e-108.72e-09131
GO:00072659Oral cavityOSCCRas protein signal transduction185/7305337/187231.95e-094.60e-08185
GO:003109816Oral cavityOSCCstress-activated protein kinase signaling cascade141/7305247/187235.74e-091.25e-07141
GO:00427707Oral cavityOSCCsignal transduction in response to DNA damage102/7305172/187235.27e-089.68e-07102
GO:005140316Oral cavityOSCCstress-activated MAPK cascade134/7305239/187236.02e-081.09e-06134
GO:00000863Oral cavityOSCCG2/M transition of mitotic cell cycle84/7305137/187239.99e-081.70e-0684
GO:004340917Oral cavityOSCCnegative regulation of MAPK cascade105/7305180/187231.10e-071.87e-06105
GO:00448393Oral cavityOSCCcell cycle G2/M phase transition89/7305148/187231.51e-072.51e-0689
GO:007030210Oral cavityOSCCregulation of stress-activated protein kinase signaling cascade111/7305195/187232.82e-074.34e-06111
GO:200037716Oral cavityOSCCregulation of reactive oxygen species metabolic process92/7305157/187234.96e-077.27e-0692
GO:003287210Oral cavityOSCCregulation of stress-activated MAPK cascade108/7305192/187238.97e-071.22e-05108
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:20010227Oral cavityOSCCpositive regulation of response to DNA damage stimulus63/7305105/187231.05e-051.11e-0463
GO:00062825Oral cavityOSCCregulation of DNA repair75/7305130/187231.19e-051.21e-0475
GO:003033018Oral cavityOSCCDNA damage response, signal transduction by p53 class mediator46/730572/187231.66e-051.64e-0446
GO:003287310Oral cavityOSCCnegative regulation of stress-activated MAPK cascade34/730551/187235.83e-054.80e-0434
GO:007030310Oral cavityOSCCnegative regulation of stress-activated protein kinase signaling cascade34/730551/187235.83e-054.80e-0434
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421822LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421832LiverHCCCellular senescence102/4020156/84654.18e-063.59e-052.00e-05102
hsa0421820Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa04218110Oral cavityOSCCCellular senescence112/3704156/84658.04e-131.42e-117.21e-12112
hsa0421827Oral cavityLPCellular senescence71/2418156/84654.17e-063.75e-052.42e-0571
hsa0421837Oral cavityLPCellular senescence71/2418156/84654.17e-063.75e-052.42e-0571
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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
FOXM1CD8TEXBreastDCISMKI67,ASPM,TOP2A, etc.5.31e-02The 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.
FOXM1GCBreastDCISMKI67,ASPM,TOP2A, etc.2.73e-01The 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.
FOXM1CD8TEXBreastHealthyMKI67,ASPM,TOP2A, etc.2.07e-02The 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.
FOXM1GCBreastIDCMKI67,ASPM,TOP2A, etc.2.09e-01The 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.
FOXM1CD8TEXBreastIDCMKI67,ASPM,TOP2A, etc.1.34e-01The 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.
FOXM1MSC.ADIPOCervixCCPOLQ,KIF4A,TOP2A, etc.2.25e-01The 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.
FOXM1BSMCervixCCPOLQ,KIF4A,TOP2A, etc.7.25e-02The 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.
FOXM1TACColorectumFAPMKI67,ASPM,IQGAP3, etc.3.35e-01The 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.
FOXM1PROEsophagusESCCPTMS,HMGB2,CEP55, etc.1.11e-01The 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.
FOXM1CD8TEXOral cavityADJARL6IP1,TOP2A,CDCA3, etc.2.87e-02The 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.
∗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
FOXM1SNVMissense_Mutationnovelc.1415N>Tp.Ser472Phep.S472FQ08050protein_codingdeleterious(0.03)possibly_damaging(0.739)TCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FOXM1SNVMissense_Mutationnovelc.609N>Tp.Glu203Aspp.E203DQ08050protein_codingtolerated(0.44)benign(0.07)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FOXM1SNVMissense_Mutationc.1667G>Tp.Ser556Ilep.S556IQ08050protein_codingdeleterious(0.02)benign(0.168)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
FOXM1SNVMissense_Mutationc.1976N>Tp.Pro659Leup.P659LQ08050protein_codingtolerated(0.3)probably_damaging(0.999)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
FOXM1SNVMissense_Mutationc.361N>Ap.Leu121Ilep.L121IQ08050protein_codingtolerated(0.43)benign(0.117)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
FOXM1SNVMissense_Mutationnovelc.799N>Cp.Glu267Glnp.E267QQ08050protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E9-A5FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FOXM1insertionFrame_Shift_Insnovelc.1030_1031insTTACAGGCATTTTTGTTTGTATCTATATTTTTTATTTATTGATGp.Arg344LeufsTer25p.R344Lfs*25Q08050protein_codingTCGA-A7-A0CE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
FOXM1insertionNonsense_Mutationnovelc.1413_1414insGGACCTGCTGGTTAACTTAGGCCTTTTGAGGGp.Ser472GlyfsTer5p.S472Gfs*5Q08050protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FOXM1insertionFrame_Shift_Insnovelc.2129_2130insCTTGCTTTTAGTTTTGATAGAAGp.Pro711LeufsTer18p.P711Lfs*18Q08050protein_codingTCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FOXM1SNVMissense_Mutationrs148974985c.1742N>Ap.Arg581Glnp.R581QQ08050protein_codingdeleterious(0.03)probably_damaging(0.975)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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