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: C18orf32

Gene summary for C18ORF32

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C18orf32

Gene ID

497661

Gene namechromosome 18 open reading frame 32
Gene AliasC18orf32
Cytomap18q21.1
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q8TCD1


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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
497661C18orf32LZE2THumanEsophagusESCC2.88e-046.38e-010.082
497661C18orf32LZE4THumanEsophagusESCC1.20e-276.81e-010.0811
497661C18orf32LZE5THumanEsophagusESCC2.72e-045.24e-010.0514
497661C18orf32LZE7THumanEsophagusESCC1.88e-211.22e+000.0667
497661C18orf32LZE8THumanEsophagusESCC5.14e-164.57e-010.067
497661C18orf32LZE20THumanEsophagusESCC1.68e-175.37e-010.0662
497661C18orf32LZE22D1HumanEsophagusHGIN4.37e-176.88e-010.0595
497661C18orf32LZE22THumanEsophagusESCC3.51e-097.23e-010.068
497661C18orf32LZE24THumanEsophagusESCC2.47e-461.24e+000.0596
497661C18orf32LZE22D3HumanEsophagusHGIN4.89e-045.71e-010.0653
497661C18orf32LZE21THumanEsophagusESCC6.60e-073.73e-010.0655
497661C18orf32LZE6THumanEsophagusESCC1.42e-197.48e-010.0845
497661C18orf32P1T-EHumanEsophagusESCC2.23e-271.38e+000.0875
497661C18orf32P2T-EHumanEsophagusESCC4.04e-579.46e-010.1177
497661C18orf32P4T-EHumanEsophagusESCC3.35e-741.44e+000.1323
497661C18orf32P5T-EHumanEsophagusESCC1.24e-366.64e-010.1327
497661C18orf32P8T-EHumanEsophagusESCC1.07e-741.09e+000.0889
497661C18orf32P9T-EHumanEsophagusESCC2.32e-661.33e+000.1131
497661C18orf32P10T-EHumanEsophagusESCC2.35e-629.16e-010.116
497661C18orf32P11T-EHumanEsophagusESCC1.03e-281.01e+000.1426
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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:004312220EsophagusHGINregulation of I-kappaB kinase/NF-kappaB signaling63/2587249/187238.91e-073.61e-0563
GO:000724918EsophagusHGINI-kappaB kinase/NF-kappaB signaling67/2587281/187233.84e-061.29e-0467
GO:004312317EsophagusHGINpositive regulation of I-kappaB kinase/NF-kappaB signaling49/2587186/187234.22e-061.40e-0449
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00072494LiverCirrhoticI-kappaB kinase/NF-kappaB signaling108/4634281/187232.21e-075.64e-06108
GO:00431225LiverCirrhoticregulation of I-kappaB kinase/NF-kappaB signaling95/4634249/187231.68e-063.22e-0595
GO:00431234LiverCirrhoticpositive regulation of I-kappaB kinase/NF-kappaB signaling71/4634186/187233.20e-053.97e-0471
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:004312312LiverHCCpositive regulation of I-kappaB kinase/NF-kappaB signaling108/7958186/187231.28e-051.43e-04108
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:00431224StomachGCregulation of I-kappaB kinase/NF-kappaB signaling30/1159249/187233.67e-045.70e-0330
GO:00072493StomachGCI-kappaB kinase/NF-kappaB signaling31/1159281/187231.31e-031.46e-0231
GO:00431233StomachGCpositive regulation of I-kappaB kinase/NF-kappaB signaling22/1159186/187232.66e-032.46e-0222
GO:004312211StomachCAG with IMregulation of I-kappaB kinase/NF-kappaB signaling29/1050249/187231.58e-043.07e-0329
GO:000724911StomachCAG with IMI-kappaB kinase/NF-kappaB signaling30/1050281/187235.53e-048.18e-0330
GO:004312311StomachCAG with IMpositive regulation of I-kappaB kinase/NF-kappaB signaling22/1050186/187237.61e-041.03e-0222
GO:004312221StomachCSGregulation of I-kappaB kinase/NF-kappaB signaling29/1034249/187231.21e-042.58e-0329
GO:000724921StomachCSGI-kappaB kinase/NF-kappaB signaling30/1034281/187234.30e-046.76e-0330
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
C18orf32insertionFrame_Shift_Insnovelc.182_183insCTACp.Leu62TyrfsTer12p.L62Yfs*12Q8TCD1protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
C18orf32SNVMissense_Mutationnovelc.130T>Cp.Ser44Prop.S44PQ8TCD1protein_codingtolerated(0.14)benign(0.001)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
C18orf32SNVMissense_Mutationrs11537626c.110C>Ap.Pro37Hisp.P37HQ8TCD1protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C18orf32SNVMissense_Mutationrs201224790c.100N>Tp.Arg34Cysp.R34CQ8TCD1protein_codingtolerated(0.09)probably_damaging(0.953)TCGA-B5-A11Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C18orf32SNVMissense_Mutationrs747588792c.22N>Ap.Val8Ilep.V8IQ8TCD1protein_codingtolerated(0.1)probably_damaging(0.996)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
C18orf32SNVMissense_Mutationnovelc.146N>Cp.Lys49Thrp.K49TQ8TCD1protein_codingtolerated(0.21)benign(0.005)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
C18orf32SNVMissense_Mutationc.89N>Tp.Pro30Leup.P30LQ8TCD1protein_codingdeleterious(0)probably_damaging(1)TCGA-44-8117-01Lunglung adenocarcinomaFemale<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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