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: SLC40A1

Gene summary for SLC40A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SLC40A1

Gene ID

30061

Gene namesolute carrier family 40 member 1
Gene AliasFPN1
Cytomap2q32.2
Gene Typeprotein-coding
GO ID

GO:0000041

UniProtAcc

Q9NP59


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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
30061SLC40A1P76T-EHumanEsophagusESCC1.05e-061.79e-010.1207
30061SLC40A1P79T-EHumanEsophagusESCC1.40e-225.61e-010.1154
30061SLC40A1P82T-EHumanEsophagusESCC1.49e-121.27e+000.1072
30061SLC40A1P94T-EHumanEsophagusESCC1.77e-026.77e-010.0879
30061SLC40A1P104T-EHumanEsophagusESCC7.77e-043.90e-010.0931
30061SLC40A1P107T-EHumanEsophagusESCC1.13e-042.26e-010.171
30061SLC40A1P127T-EHumanEsophagusESCC2.22e-249.13e-010.0826
30061SLC40A1P128T-EHumanEsophagusESCC1.58e-208.76e-010.1241
30061SLC40A1P130T-EHumanEsophagusESCC3.17e-113.28e-010.1676
30061SLC40A1S43HumanLiverCirrhotic4.26e-10-6.40e-02-0.0187
30061SLC40A1HCC1_MengHumanLiverHCC5.29e-703.27e-020.0246
30061SLC40A1HCC2_MengHumanLiverHCC1.57e-406.24e-010.0107
30061SLC40A1cirrhotic1HumanLiverCirrhotic2.54e-08-1.28e-010.0202
30061SLC40A1cirrhotic2HumanLiverCirrhotic1.14e-192.96e-010.0201
30061SLC40A1cirrhotic3HumanLiverCirrhotic1.48e-04-1.57e-010.0215
30061SLC40A1HCC1HumanLiverHCC4.93e-124.88e+000.5336
30061SLC40A1HCC2HumanLiverHCC5.96e-385.94e+000.5341
30061SLC40A1Pt13.aHumanLiverHCC8.19e-064.99e-010.021
30061SLC40A1Pt13.bHumanLiverHCC8.18e-104.94e-020.0251
30061SLC40A1Pt13.cHumanLiverHCC9.03e-178.31e-010.0076
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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:005507613BreastIDCtransition metal ion homeostasis23/1434138/187233.20e-044.79e-0323
GO:004691612BreastIDCcellular transition metal ion homeostasis20/1434115/187234.35e-045.90e-0320
GO:000682611BreastIDCiron ion transport11/143458/187234.10e-033.25e-0211
GO:005507212BreastIDCiron ion homeostasis14/143485/187234.98e-033.77e-0214
GO:0070839BreastIDCmetal ion export10/143454/187237.22e-034.96e-0210
GO:005507622BreastDCIStransition metal ion homeostasis23/1390138/187232.04e-043.27e-0323
GO:004691621BreastDCIScellular transition metal ion homeostasis20/1390115/187232.91e-044.27e-0320
GO:000682621BreastDCISiron ion transport11/139058/187233.23e-032.73e-0211
GO:005507221BreastDCISiron ion homeostasis14/139085/187233.78e-033.03e-0214
GO:00708391BreastDCISmetal ion export10/139054/187235.83e-034.18e-0210
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:0055072ColorectumADiron ion homeostasis32/391885/187232.97e-043.60e-0332
GO:0006879ColorectumADcellular iron ion homeostasis25/391867/187231.51e-031.27e-0225
GO:00550762ColorectumMSStransition metal ion homeostasis45/3467138/187234.99e-059.02e-0445
GO:00550722ColorectumMSSiron ion homeostasis29/346785/187234.44e-045.32e-0329
GO:00469162ColorectumMSScellular transition metal ion homeostasis35/3467115/187231.33e-031.26e-0235
GO:00068791ColorectumMSScellular iron ion homeostasis22/346767/187233.57e-032.64e-0222
GO:00550764ColorectumFAPtransition metal ion homeostasis33/2622138/187231.22e-031.14e-0233
GO:00550723ColorectumFAPiron ion homeostasis21/262285/187235.89e-033.75e-0221
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0497812BreastIDCMineral absorption13/86760/84656.73e-033.42e-022.56e-0213
hsa0497813BreastIDCMineral absorption13/86760/84656.73e-033.42e-022.56e-0213
hsa0497821BreastDCISMineral absorption13/84660/84655.48e-032.81e-022.07e-0213
hsa0497831BreastDCISMineral absorption13/84660/84655.48e-032.81e-022.07e-0213
hsa04216ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa042161ColorectumADFerroptosis21/209241/84652.23e-041.78e-031.13e-0321
hsa042162ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
hsa042163ColorectumMSSFerroptosis18/187541/84651.53e-038.53e-035.23e-0318
hsa042164ColorectumFAPFerroptosis18/140441/84653.49e-053.65e-042.22e-0418
hsa042165ColorectumFAPFerroptosis18/140441/84653.49e-053.65e-042.22e-0418
hsa042166ColorectumCRCFerroptosis13/109141/84651.36e-031.08e-027.33e-0313
hsa042167ColorectumCRCFerroptosis13/109141/84651.36e-031.08e-027.33e-0313
hsa0421616EndometriumAEHFerroptosis15/119741/84652.83e-042.30e-031.68e-0315
hsa0421617EndometriumAEHFerroptosis15/119741/84652.83e-042.30e-031.68e-0315
hsa0421625EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa0421635EndometriumEECFerroptosis16/123741/84651.09e-041.08e-038.08e-0416
hsa0421629EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0421638EsophagusESCCFerroptosis33/420541/84654.58e-051.99e-041.02e-0433
hsa0421621LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
hsa0421631LiverCirrhoticFerroptosis23/253041/84654.09e-042.57e-031.58e-0323
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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
SLC40A1SNVMissense_Mutationrs142456282c.1570N>Ap.Val524Ilep.V524IQ9NP59protein_codingtolerated(0.12)probably_damaging(1)TCGA-BH-A1FC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SLC40A1SNVMissense_Mutationc.1121T>Gp.Leu374Argp.L374RQ9NP59protein_codingdeleterious(0)possibly_damaging(0.682)TCGA-E2-A154-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
SLC40A1SNVMissense_Mutationrs146240138c.1111C>Tp.Arg371Trpp.R371WQ9NP59protein_codingdeleterious(0)possibly_damaging(0.809)TCGA-E2-A15O-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexPD
SLC40A1SNVMissense_Mutationc.1190C>Ap.Pro397Hisp.P397HQ9NP59protein_codingdeleterious(0)probably_damaging(0.983)TCGA-E2-A1L9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SLC40A1insertionNonsense_Mutationnovelc.1473_1474insCCCTACCCTTTAAGAAAATAAAAGp.Ile491_Ile492insProTyrProLeuArgLysTerLysp.I491_I492insPYPLRK*KQ9NP59protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SLC40A1deletionFrame_Shift_Delnovelc.308delTp.Val103AlafsTer8p.V103Afs*8Q9NP59protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SLC40A1SNVMissense_Mutationc.284C>Tp.Ser95Leup.S95LQ9NP59protein_codingdeleterious(0.04)probably_damaging(0.991)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC40A1SNVMissense_Mutationnovelc.1552N>Ap.Glu518Lysp.E518KQ9NP59protein_codingdeleterious(0.01)possibly_damaging(0.871)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SLC40A1SNVMissense_Mutationc.1236C>Ap.Phe412Leup.F412LQ9NP59protein_codingtolerated(0.73)benign(0.003)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
SLC40A1SNVMissense_Mutationrs80248011c.118C>Tp.Arg40Trpp.R40WQ9NP59protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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
30061SLC40A1TRANSPORTER, DRUGGABLE GENOMEFerroportin mab24552640
30061SLC40A1TRANSPORTER, DRUGGABLE GENOMELY292805722290531
30061SLC40A1TRANSPORTER, DRUGGABLE GENOMEantibody252166626
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