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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: TFRC

Gene summary for TFRC

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TFRC

Gene ID

7037

Gene nametransferrin receptor
Gene AliasCD71
Cytomap3q29
Gene Typeprotein-coding
GO ID

GO:0000018

UniProtAcc

P02786


Top

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
7037TFRCCA_HPV_1HumanCervixCC2.97e-032.03e-010.0264
7037TFRCCA_HPV_2HumanCervixCC3.34e-033.43e-010.0391
7037TFRCCCI_2HumanCervixCC1.20e-151.68e+000.5249
7037TFRCCCI_3HumanCervixCC1.78e-121.01e+000.516
7037TFRCHTA11_3410_2000001011HumanColorectumAD7.23e-04-3.30e-010.0155
7037TFRCHTA11_866_3004761011HumanColorectumAD4.22e-02-3.02e-010.096
7037TFRCHTA11_99999970781_79442HumanColorectumMSS5.25e-086.93e-010.294
7037TFRCHTA11_99999965062_69753HumanColorectumMSI-H4.91e-071.28e+000.3487
7037TFRCHTA11_99999965104_69814HumanColorectumMSS1.16e-088.95e-010.281
7037TFRCF007HumanColorectumFAP2.54e-03-3.41e-010.1176
7037TFRCA001-C-207HumanColorectumFAP2.23e-03-2.21e-010.1278
7037TFRCA015-C-203HumanColorectumFAP2.88e-15-2.38e-01-0.1294
7037TFRCA015-C-204HumanColorectumFAP3.12e-06-2.56e-01-0.0228
7037TFRCA014-C-040HumanColorectumFAP8.46e-03-3.76e-01-0.1184
7037TFRCA002-C-201HumanColorectumFAP4.14e-11-1.88e-010.0324
7037TFRCA002-C-203HumanColorectumFAP1.37e-02-1.92e-010.2786
7037TFRCA001-C-119HumanColorectumFAP5.12e-11-3.69e-01-0.1557
7037TFRCA001-C-108HumanColorectumFAP3.67e-10-3.13e-01-0.0272
7037TFRCA002-C-205HumanColorectumFAP7.54e-18-3.43e-01-0.1236
7037TFRCA015-C-005HumanColorectumFAP3.44e-03-2.13e-01-0.0336
Page: 1 2 3 4 5 6 7 8 

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
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
∗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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:005105414Oral cavityOSCCpositive regulation of DNA metabolic process126/7305201/187238.12e-123.01e-10126
GO:003009920Oral cavityOSCCmyeloid cell differentiation213/7305381/187231.24e-114.42e-10213
GO:005170120Oral cavityOSCCbiological process involved in interaction with host125/7305203/187235.60e-111.74e-09125
GO:001063918Oral cavityOSCCnegative regulation of organelle organization190/7305348/187232.12e-094.97e-08190
GO:005212620Oral cavityOSCCmovement in host environment106/7305175/187235.84e-091.26e-07106
GO:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:000257310Oral cavityOSCCmyeloid leukocyte differentiation119/7305208/187237.29e-081.29e-06119
GO:004211016Oral cavityOSCCT cell activation245/7305487/187232.00e-073.22e-06245
GO:00510907Oral cavityOSCCregulation of DNA-binding transcription factor activity221/7305440/187239.06e-071.23e-05221
GO:00182098Oral cavityOSCCpeptidyl-serine modification175/7305338/187231.09e-061.46e-05175
GO:001810510Oral cavityOSCCpeptidyl-serine phosphorylation164/7305315/187231.51e-061.99e-05164
GO:005507610Oral cavityOSCCtransition metal ion homeostasis81/7305138/187232.13e-062.72e-0581
GO:00482843Oral cavityOSCCorganelle fusion82/7305141/187233.08e-063.72e-0582
GO:004440920Oral cavityOSCCentry into host86/7305151/187235.74e-066.37e-0586
GO:19908237Oral cavityOSCCresponse to leukemia inhibitory factor58/730595/187231.10e-051.14e-0458
GO:00108239Oral cavityOSCCnegative regulation of mitochondrion organization34/730549/187231.59e-051.59e-0434
GO:002240718Oral cavityOSCCregulation of cell-cell adhesion218/7305448/187231.71e-051.68e-04218
GO:19908307Oral cavityOSCCcellular response to leukemia inhibitory factor57/730594/187231.75e-051.71e-0457
GO:004671820Oral cavityOSCCviral entry into host cell81/7305144/187231.98e-051.89e-0481
GO:00510917Oral cavityOSCCpositive regulation of DNA-binding transcription factor activity134/7305260/187232.52e-052.35e-04134
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414520CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa0414418CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0421614CervixCCFerroptosis14/126741/84651.75e-037.21e-034.26e-0314
hsa0406618CervixCCHIF-1 signaling pathway27/1267109/84654.72e-031.64e-029.72e-0327
hsa04145110CervixCCPhagosome47/1267152/84653.95e-074.26e-062.52e-0647
hsa0414419CervixCCEndocytosis64/1267251/84656.97e-066.10e-053.61e-0564
hsa0421615CervixCCFerroptosis14/126741/84651.75e-037.21e-034.26e-0314
hsa0406619CervixCCHIF-1 signaling pathway27/1267109/84654.72e-031.64e-029.72e-0327
hsa04144ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa04066ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa04216ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa041441ColorectumADEndocytosis111/2092251/84655.95e-121.42e-109.08e-11111
hsa040661ColorectumADHIF-1 signaling pathway48/2092109/84657.25e-067.84e-055.00e-0548
hsa042161ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa041444ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa040664ColorectumMSSHIF-1 signaling pathway39/1875109/84657.61e-045.00e-033.06e-0339
hsa042162ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
hsa041445ColorectumMSSEndocytosis102/1875251/84651.85e-114.43e-102.71e-10102
hsa040665ColorectumMSSHIF-1 signaling pathway39/1875109/84657.61e-045.00e-033.06e-0339
hsa042163ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
Page: 1 2 3 4 5 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
TFRCSNVMissense_Mutationrs769366579c.1511C>Tp.Thr504Metp.T504MP02786protein_codingdeleterious(0.05)benign(0.055)TCGA-AN-A0FZ-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
TFRCSNVMissense_Mutationnovelc.145N>Tp.Asp49Tyrp.D49YP02786protein_codingdeleterious(0.01)possibly_damaging(0.819)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TFRCinsertionFrame_Shift_Insnovelc.1815_1816insTTCCCCTATAGGGACATTTTCCCCCAAAAGGAp.Glu606PhefsTer13p.E606Ffs*13P02786protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TFRCSNVMissense_Mutationrs41298067c.2030G>Ap.Arg677Hisp.R677HP02786protein_codingdeleterious(0)probably_damaging(1)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TFRCSNVMissense_Mutationnovelc.323T>Cp.Val108Alap.V108AP02786protein_codingtolerated(0.85)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TFRCSNVMissense_Mutationnovelc.2249N>Tp.Ser750Phep.S750FP02786protein_codingdeleterious(0.02)possibly_damaging(0.882)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TFRCSNVMissense_Mutationrs764730449c.2155N>Tp.Arg719Cysp.R719CP02786protein_codingtolerated(0.14)probably_damaging(0.981)TCGA-VS-A94Z-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TFRCSNVMissense_Mutationnovelc.349N>Gp.Leu117Valp.L117Vprotein_codingdeleterious_low_confidence(0.02)unknown(0)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TFRCSNVMissense_Mutationrs370784605c.395C>Tp.Ser132Leup.S132LP02786protein_codingdeleterious(0.02)probably_damaging(0.976)TCGA-VS-A9UL-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
TFRCSNVMissense_Mutationrs772641140c.362N>Ap.Arg121Hisp.R121HP02786protein_codingtolerated(0.57)benign(0)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
Page: 1 2 3 4 5 6 7 8 

Top

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
Page: 1