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: NDUFB1

Gene summary for NDUFB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NDUFB1

Gene ID

4707

Gene nameNADH:ubiquinone oxidoreductase subunit B1
Gene AliasCI-MNLL
Cytomap14q32.12
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

O75438


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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
4707NDUFB1CA_HPV_1HumanCervixCC2.62e-06-1.06e-010.0264
4707NDUFB1CA_HPV_3HumanCervixCC2.31e-02-9.07e-020.0414
4707NDUFB1N_HPV_2HumanCervixN_HPV7.93e-062.39e-01-0.0131
4707NDUFB1CCI_1HumanCervixCC1.55e-08-7.16e-010.528
4707NDUFB1CCI_2HumanCervixCC3.52e-09-7.70e-010.5249
4707NDUFB1CCI_3HumanCervixCC3.49e-06-6.01e-010.516
4707NDUFB1CCII_1HumanCervixCC9.46e-23-8.12e-010.3249
4707NDUFB1TumorHumanCervixCC1.71e-144.44e-010.1241
4707NDUFB1sample3HumanCervixCC4.72e-113.39e-010.1387
4707NDUFB1L1HumanCervixCC1.66e-09-3.03e-010.0802
4707NDUFB1T3HumanCervixCC3.27e-083.24e-010.1389
4707NDUFB1HTA11_2487_2000001011HumanColorectumSER1.47e-053.10e-01-0.1808
4707NDUFB1HTA11_1938_2000001011HumanColorectumAD1.11e-053.78e-01-0.0811
4707NDUFB1HTA11_347_2000001011HumanColorectumAD6.29e-144.11e-01-0.1954
4707NDUFB1HTA11_3361_2000001011HumanColorectumAD2.08e-032.55e-01-0.1207
4707NDUFB1HTA11_83_2000001011HumanColorectumSER7.97e-094.77e-01-0.1526
4707NDUFB1HTA11_696_2000001011HumanColorectumAD3.09e-073.57e-01-0.1464
4707NDUFB1HTA11_1391_2000001011HumanColorectumAD1.18e-074.95e-01-0.059
4707NDUFB1HTA11_2992_2000001011HumanColorectumSER2.83e-045.11e-01-0.1706
4707NDUFB1HTA11_5212_2000001011HumanColorectumAD9.43e-054.47e-01-0.2061
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00061199BreastPrecanceroxidative phosphorylation53/1080141/187231.15e-292.04e-2653
GO:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:00196468BreastPrecanceraerobic electron transport chain34/108087/187233.95e-202.64e-1734
GO:00427738BreastPrecancerATP synthesis coupled electron transport35/108095/187231.08e-195.76e-1735
GO:00427758BreastPrecancermitochondrial ATP synthesis coupled electron transport35/108095/187231.08e-195.76e-1735
GO:00229048BreastPrecancerrespiratory electron transport chain35/1080114/187238.51e-173.26e-1435
GO:00229008BreastPrecancerelectron transport chain42/1080175/187231.37e-154.59e-1342
GO:00061208BreastPrecancermitochondrial electron transport, NADH to ubiquinone19/108051/187232.05e-112.49e-0919
GO:00102578BreastPrecancerNADH dehydrogenase complex assembly19/108057/187231.93e-101.92e-0819
GO:00329818BreastPrecancermitochondrial respiratory chain complex I assembly19/108057/187231.93e-101.92e-0819
GO:00331088BreastPrecancermitochondrial respiratory chain complex assembly24/108093/187233.39e-103.16e-0824
GO:004603414BreastIDCATP metabolic process85/1434277/187236.42e-301.82e-2685
GO:000611913BreastIDCoxidative phosphorylation56/1434141/187231.87e-263.53e-2356
GO:000906013BreastIDCaerobic respiration61/1434189/187234.42e-236.27e-2061
GO:000609113BreastIDCgeneration of precursor metabolites and energy103/1434490/187231.53e-211.74e-18103
GO:004533313BreastIDCcellular respiration62/1434230/187235.98e-194.25e-1662
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0520820CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa0501220CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0019018CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa0502018CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa0541520CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0501018CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501618CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0502218CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
hsa0493218CervixCCNon-alcoholic fatty liver disease58/1267155/84653.58e-121.05e-106.23e-1158
hsa0471420CervixCCThermogenesis76/1267232/84654.29e-121.16e-106.85e-1176
hsa0501418CervixCCAmyotrophic lateral sclerosis103/1267364/84651.79e-114.47e-102.64e-10103
hsa0472318CervixCCRetrograde endocannabinoid signaling42/1267148/84651.79e-051.42e-048.40e-0542
hsa05208110CervixCCChemical carcinogenesis - reactive oxygen species92/1267223/84654.71e-225.09e-203.01e-2092
hsa05012110CervixCCParkinson disease102/1267266/84651.81e-211.47e-198.66e-20102
hsa0019019CervixCCOxidative phosphorylation64/1267134/84651.25e-198.07e-184.77e-1864
hsa0502019CervixCCPrion disease98/1267273/84652.64e-181.42e-168.42e-1798
hsa05415110CervixCCDiabetic cardiomyopathy76/1267203/84651.40e-156.46e-143.82e-1476
hsa0501019CervixCCAlzheimer disease113/1267384/84659.67e-143.92e-122.32e-12113
hsa0501619CervixCCHuntington disease94/1267306/84658.49e-133.06e-111.81e-1194
hsa0502219CervixCCPathways of neurodegeneration - multiple diseases128/1267476/84652.87e-129.29e-115.50e-11128
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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
NDUFB1SNVMissense_Mutationc.77N>Tp.Ala26Valp.A26VO75438protein_codingtolerated_low_confidence(0.24)benign(0.071)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
NDUFB1SNVMissense_Mutationnovelc.26N>Tp.Ala9Valp.A9VO75438protein_codingtolerated_low_confidence(0.11)benign(0.003)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
NDUFB1SNVMissense_Mutationc.174N>Ap.His58Glnp.H58QO75438protein_codingtolerated(0.14)benign(0.148)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NDUFB1SNVMissense_Mutationc.222N>Tp.Leu74Phep.L74FO75438protein_codingtolerated(0.06)possibly_damaging(0.698)TCGA-86-8073-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
NDUFB1SNVMissense_Mutationrs768770418c.76N>Tp.Ala26Serp.A26SO75438protein_codingtolerated_low_confidence(0.2)benign(0.082)TCGA-77-8150-01Lunglung squamous cell carcinomaMale<65III/IVUnknownUnknownPD
NDUFB1SNVMissense_Mutationnovelc.167N>Tp.Arg56Leup.R56LO75438protein_codingdeleterious(0.01)probably_damaging(0.973)TCGA-CQ-6219-01Oral cavityhead & neck squamous cell carcinomaFemale<65I/IIUnknownUnknownPD
NDUFB1SNVMissense_Mutationrs780594896c.139A>Gp.Ile47Valp.I47VO75438protein_codingtolerated(0.72)benign(0.003)TCGA-F7-A622-01Oral cavityhead & neck squamous cell carcinomaMale>=65III/IVUnknownUnknownPD
NDUFB1SNVMissense_Mutationnovelc.233G>Tp.Ser78Ilep.S78IO75438protein_codingdeleterious(0)benign(0.347)TCGA-BR-8058-01Stomachstomach adenocarcinomaFemale<65III/IVUnknownUnknownPD
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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
4707NDUFB1ENZYMEinhibitorCHEMBL3545320ME-344
4707NDUFB1ENZYMEinhibitorCHEMBL3545135NV-128
4707NDUFB1ENZYMEinhibitorCHEMBL1703METFORMIN HYDROCHLORIDE
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