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: TFAM

Gene summary for TFAM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFAM

Gene ID

7019

Gene nametranscription factor A, mitochondrial
Gene AliasMTDPS15
Cytomap10q21.1
Gene Typeprotein-coding
GO ID

GO:0000959

UniProtAcc

Q00059


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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
7019TFAMLZE2THumanEsophagusESCC2.07e-027.41e-010.082
7019TFAMLZE4THumanEsophagusESCC1.93e-103.22e-010.0811
7019TFAMLZE8THumanEsophagusESCC6.53e-071.52e-010.067
7019TFAMLZE20THumanEsophagusESCC1.90e-041.27e-010.0662
7019TFAMLZE24THumanEsophagusESCC3.44e-115.50e-010.0596
7019TFAMLZE21THumanEsophagusESCC4.26e-021.19e-010.0655
7019TFAMP1T-EHumanEsophagusESCC3.51e-043.60e-010.0875
7019TFAMP2T-EHumanEsophagusESCC6.19e-529.91e-010.1177
7019TFAMP4T-EHumanEsophagusESCC1.98e-331.12e+000.1323
7019TFAMP5T-EHumanEsophagusESCC1.80e-218.06e-010.1327
7019TFAMP8T-EHumanEsophagusESCC8.06e-367.98e-010.0889
7019TFAMP9T-EHumanEsophagusESCC6.98e-183.33e-010.1131
7019TFAMP10T-EHumanEsophagusESCC8.18e-246.36e-010.116
7019TFAMP11T-EHumanEsophagusESCC1.11e-137.14e-010.1426
7019TFAMP12T-EHumanEsophagusESCC2.23e-379.20e-010.1122
7019TFAMP15T-EHumanEsophagusESCC6.85e-286.09e-010.1149
7019TFAMP16T-EHumanEsophagusESCC9.31e-419.87e-010.1153
7019TFAMP20T-EHumanEsophagusESCC1.56e-184.77e-010.1124
7019TFAMP21T-EHumanEsophagusESCC8.32e-411.14e+000.1617
7019TFAMP22T-EHumanEsophagusESCC4.89e-245.35e-010.1236
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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
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:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:014005313EsophagusESCCmitochondrial gene expression93/8552108/187231.96e-182.03e-1693
GO:00009592EsophagusESCCmitochondrial RNA metabolic process39/855249/187231.20e-061.49e-0539
GO:000635211EsophagusESCCDNA-templated transcription, initiation86/8552130/187231.88e-062.19e-0586
GO:00331087LiverCirrhoticmitochondrial respiratory chain complex assembly64/463493/187233.85e-197.79e-1764
GO:0140053LiverCirrhoticmitochondrial gene expression49/4634108/187232.35e-064.31e-0549
GO:003310812LiverHCCmitochondrial respiratory chain complex assembly80/795893/187233.47e-184.15e-1680
GO:01400531LiverHCCmitochondrial gene expression82/7958108/187231.49e-127.20e-1182
GO:0006352LiverHCCDNA-templated transcription, initiation78/7958130/187234.19e-054.11e-0478
GO:0000959LiverHCCmitochondrial RNA metabolic process30/795849/187236.31e-032.57e-0230
GO:003310818Oral cavityOSCCmitochondrial respiratory chain complex assembly75/730593/187232.17e-161.68e-1475
GO:01400533Oral cavityOSCCmitochondrial gene expression78/7305108/187232.37e-129.86e-1178
GO:00063522Oral cavityOSCCDNA-templated transcription, initiation74/7305130/187232.56e-052.39e-0474
GO:00009591Oral cavityOSCCmitochondrial RNA metabolic process29/730549/187233.33e-031.42e-0229
GO:003310816ProstateBPHmitochondrial respiratory chain complex assembly45/310793/187231.08e-129.32e-1145
GO:01400532ProstateBPHmitochondrial gene expression29/3107108/187234.68e-032.25e-0229
GO:003310817ProstateTumormitochondrial respiratory chain complex assembly47/324693/187232.28e-132.49e-1147
GO:014005311ProstateTumormitochondrial gene expression31/3246108/187232.31e-031.30e-0231
GO:003310824SkincSCCmitochondrial respiratory chain complex assembly64/486493/187235.48e-186.58e-1664
GO:01400535SkincSCCmitochondrial gene expression56/4864108/187238.06e-092.56e-0756
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05016210EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0501638EsophagusESCCHuntington disease226/4205306/84651.38e-188.72e-174.46e-17226
hsa0501614LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0501615LiverCirrhoticHuntington disease172/2530306/84651.65e-221.10e-206.77e-21172
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501628Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa05016112Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa0501626ProstateBPHHuntington disease149/1718306/84658.82e-307.27e-284.50e-28149
hsa05016111ProstateBPHHuntington disease149/1718306/84658.82e-307.27e-284.50e-28149
hsa0501627ProstateTumorHuntington disease150/1791306/84652.72e-282.25e-261.40e-26150
hsa0501636ProstateTumorHuntington disease150/1791306/84652.72e-282.25e-261.40e-26150
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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
TFAMMENOral cavityADJLUC7L3,LYAR,SMC3, etc.-2.22e-16The 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.
TFAMCOROral cavityEOLPLUC7L3,LYAR,SMC3, etc.0.00e+00The 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.
TFAMMENOral cavityOSCCLUC7L3,LYAR,SMC3, etc.2.22e-16The 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
TFAMSNVMissense_Mutationc.658G>Ap.Glu220Lysp.E220KQ00059protein_codingtolerated(0.06)benign(0.242)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
TFAMSNVMissense_Mutationnovelc.732G>Tp.Glu244Aspp.E244DQ00059protein_codingtolerated_low_confidence(0.11)benign(0.107)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TFAMSNVMissense_Mutationnovelc.383N>Tp.Ser128Phep.S128FQ00059protein_codingdeleterious(0.01)possibly_damaging(0.875)TCGA-C5-A2LY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TFAMSNVMissense_Mutationnovelc.445T>Ap.Leu149Ilep.L149IQ00059protein_codingdeleterious(0)possibly_damaging(0.808)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TFAMSNVMissense_Mutationc.337N>Cp.Glu113Glnp.E113QQ00059protein_codingtolerated(0.31)benign(0.249)TCGA-D5-6532-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TFAMSNVMissense_Mutationc.25N>Cp.Gly9Argp.G9RQ00059protein_codingtolerated(0.08)possibly_damaging(0.459)TCGA-D5-6535-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TFAMSNVMissense_Mutationnovelc.645N>Tp.Met215Ilep.M215IQ00059protein_codingtolerated(0.56)benign(0.013)TCGA-EI-6917-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapy5fluorouracil+oxaciplatina+l-folinianSD
TFAMSNVMissense_Mutationnovelc.626N>Ap.Thr209Asnp.T209NQ00059protein_codingdeleterious(0)benign(0.062)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TFAMSNVMissense_Mutationnovelc.253N>Ap.Ala85Thrp.A85TQ00059protein_codingdeleterious(0.03)probably_damaging(0.969)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TFAMSNVMissense_Mutationnovelc.716N>Ap.Arg239Glnp.R239QQ00059protein_codingtolerated(0.61)benign(0)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
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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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