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: 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


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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
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
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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
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.

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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:0002699CervixCCpositive regulation of immune effector process43/2311235/187235.13e-033.02e-0243
GO:00316236CervixCCreceptor internalization24/2311113/187235.18e-033.05e-0224
GO:00421024CervixCCpositive regulation of T cell proliferation22/2311101/187235.30e-033.10e-0222
GO:0002819CervixCCregulation of adaptive immune response35/2311183/187235.38e-033.11e-0235
GO:00550726CervixCCiron ion homeostasis19/231185/187236.88e-033.74e-0219
GO:0002822CervixCCregulation of adaptive immune response based on somatic recombination of immune receptors built from immunoglobulin superfamily domains32/2311168/187238.00e-034.18e-0232
GO:00506713CervixCCpositive regulation of lymphocyte proliferation27/2311137/187238.99e-034.57e-0227
GO:00329463CervixCCpositive regulation of mononuclear cell proliferation27/2311138/187239.89e-034.85e-0227
GO:00550768CervixCCtransition metal ion homeostasis27/2311138/187239.89e-034.85e-0227
GO:0030316CervixCCosteoclast differentiation20/231194/187239.92e-034.86e-0220
GO:00023813CervixCCimmunoglobulin production involved in immunoglobulin-mediated immune response16/231170/187231.01e-024.91e-0216
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:0019058ColorectumADviral life cycle119/3918317/187236.18e-128.23e-10119
GO:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0031334ColorectumADpositive regulation of protein-containing complex assembly91/3918237/187234.78e-103.99e-0891
GO:0044403ColorectumADbiological process involved in symbiotic interaction99/3918290/187231.02e-074.93e-0699
GO:0010639ColorectumADnegative regulation of organelle organization114/3918348/187231.41e-076.49e-06114
GO:1900180ColorectumADregulation of protein localization to nucleus55/3918136/187231.70e-077.34e-0655
GO:0010821ColorectumADregulation of mitochondrion organization57/3918144/187232.43e-079.92e-0657
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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
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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
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
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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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