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: ABCD4

Gene summary for ABCD4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ABCD4

Gene ID

5826

Gene nameATP binding cassette subfamily D member 4
Gene AliasABC41
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0000038

UniProtAcc

A0A024R6B9


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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
5826ABCD4LZE4THumanEsophagusESCC2.34e-021.07e-010.0811
5826ABCD4LZE8THumanEsophagusESCC6.61e-081.77e-010.067
5826ABCD4LZE20THumanEsophagusESCC5.89e-032.36e-010.0662
5826ABCD4LZE22THumanEsophagusESCC5.68e-035.17e-010.068
5826ABCD4LZE24THumanEsophagusESCC2.71e-071.87e-010.0596
5826ABCD4LZE6THumanEsophagusESCC1.69e-062.36e-010.0845
5826ABCD4P1T-EHumanEsophagusESCC4.22e-032.50e-010.0875
5826ABCD4P2T-EHumanEsophagusESCC5.19e-213.81e-010.1177
5826ABCD4P4T-EHumanEsophagusESCC2.76e-184.25e-010.1323
5826ABCD4P5T-EHumanEsophagusESCC2.31e-081.98e-010.1327
5826ABCD4P8T-EHumanEsophagusESCC1.34e-274.68e-010.0889
5826ABCD4P9T-EHumanEsophagusESCC2.55e-141.63e-010.1131
5826ABCD4P10T-EHumanEsophagusESCC1.27e-223.71e-010.116
5826ABCD4P11T-EHumanEsophagusESCC2.21e-186.61e-010.1426
5826ABCD4P12T-EHumanEsophagusESCC1.13e-316.08e-010.1122
5826ABCD4P15T-EHumanEsophagusESCC1.18e-397.63e-010.1149
5826ABCD4P16T-EHumanEsophagusESCC1.56e-243.35e-010.1153
5826ABCD4P17T-EHumanEsophagusESCC3.03e-052.39e-010.1278
5826ABCD4P19T-EHumanEsophagusESCC4.78e-023.00e-010.1662
5826ABCD4P20T-EHumanEsophagusESCC5.74e-132.85e-010.1124
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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
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
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:00193958EsophagusESCCfatty acid oxidation69/8552103/187239.95e-069.44e-0569
GO:00344407EsophagusESCClipid oxidation71/8552108/187232.00e-051.74e-0471
GO:00090628EsophagusESCCfatty acid catabolic process66/8552100/187233.21e-052.66e-0466
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00066358EsophagusESCCfatty acid beta-oxidation50/855274/187231.16e-048.04e-0450
GO:00067671EsophagusESCCwater-soluble vitamin metabolic process41/855259/187231.84e-041.17e-0341
GO:00067661EsophagusESCCvitamin metabolic process67/8552106/187232.03e-041.28e-0367
GO:199082316EsophagusESCCresponse to leukemia inhibitory factor60/855295/187234.41e-042.48e-0360
GO:00723297EsophagusESCCmonocarboxylic acid catabolic process74/8552122/187236.03e-043.27e-0374
GO:199083015EsophagusESCCcellular response to leukemia inhibitory factor59/855294/187236.19e-043.32e-0359
GO:00442427EsophagusESCCcellular lipid catabolic process121/8552214/187238.63e-044.43e-03121
GO:00442827EsophagusESCCsmall molecule catabolic process201/8552376/187231.35e-036.41e-03201
GO:00302586EsophagusESCClipid modification116/8552212/187234.90e-031.89e-02116
GO:00330132EsophagusESCCtetrapyrrole metabolic process37/855259/187236.23e-032.29e-0237
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:00435742EsophagusESCCperoxisomal transport16/855222/187239.46e-033.28e-0216
GO:19908237Oral cavityOSCCresponse to leukemia inhibitory factor58/730595/187231.10e-051.14e-0458
GO:19908307Oral cavityOSCCcellular response to leukemia inhibitory factor57/730594/187231.75e-051.71e-0457
GO:00090627Oral cavityOSCCfatty acid catabolic process59/7305100/187233.99e-053.48e-0459
GO:00066317Oral cavityOSCCfatty acid metabolic process186/7305390/187232.65e-041.69e-03186
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041467EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa0414612EsophagusESCCPeroxisome55/420582/84651.04e-033.27e-031.68e-0355
hsa041466Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
hsa0414611Oral cavityOSCCPeroxisome47/370482/84659.01e-032.01e-021.03e-0247
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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
ABCD4SNVMissense_Mutationrs570985200c.284N>Gp.Thr95Argp.T95RO14678protein_codingtolerated(0.05)benign(0.325)TCGA-AQ-A54N-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ABCD4insertionFrame_Shift_Insnovelc.1400_1401insGTp.Asp467GlufsTer9p.D467Efs*9O14678protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ABCD4deletionFrame_Shift_Delnovelc.1397_1398delNNp.Thr466ArgfsTer24p.T466Rfs*24O14678protein_codingTCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ABCD4insertionIn_Frame_Insnovelc.252_253insTTTTGTCCTTTTCATACTTTATATCTTAGTCTTp.Phe84_Leu85insPheCysProPheHisThrLeuTyrLeuSerLeup.F84_L85insFCPFHTLYLSLO14678protein_codingTCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ABCD4SNVMissense_Mutationnovelc.698N>Tp.Ala233Valp.A233VO14678protein_codingtolerated(0.05)possibly_damaging(0.899)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ABCD4SNVMissense_Mutationc.1414N>Ap.Glu472Lysp.E472KO14678protein_codingdeleterious(0)possibly_damaging(0.672)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
ABCD4SNVMissense_Mutationnovelc.459N>Ap.Phe153Leup.F153LO14678protein_codingtolerated(0.6)benign(0.019)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ABCD4SNVMissense_Mutationc.1747N>Cp.Glu583Glnp.E583QO14678protein_codingtolerated(0.4)benign(0.003)TCGA-EK-A2R7-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ABCD4SNVMissense_Mutationrs759637495c.418G>Ap.Asp140Asnp.D140NO14678protein_codingdeleterious(0)probably_damaging(1)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ABCD4SNVMissense_Mutationnovelc.582C>Ap.Phe194Leup.F194LO14678protein_codingdeleterious(0)probably_damaging(0.998)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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