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: C14orf37

Gene summary for C14ORF37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

C14orf37

Gene ID

145407

Gene namearmadillo like helical domain containing 4
Gene AliasC14orf37
Cytomap14q23.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

B2RUU6


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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
145407C14orf37P1T-EHumanEsophagusESCC2.75e-042.67e-010.0875
145407C14orf37P2T-EHumanEsophagusESCC1.75e-234.17e-010.1177
145407C14orf37P4T-EHumanEsophagusESCC1.72e-082.50e-010.1323
145407C14orf37P5T-EHumanEsophagusESCC2.65e-041.74e-010.1327
145407C14orf37P8T-EHumanEsophagusESCC4.70e-101.96e-010.0889
145407C14orf37P10T-EHumanEsophagusESCC8.26e-173.46e-010.116
145407C14orf37P11T-EHumanEsophagusESCC3.00e-052.69e-010.1426
145407C14orf37P12T-EHumanEsophagusESCC1.42e-089.73e-020.1122
145407C14orf37P15T-EHumanEsophagusESCC4.96e-072.25e-010.1149
145407C14orf37P16T-EHumanEsophagusESCC1.73e-142.22e-010.1153
145407C14orf37P20T-EHumanEsophagusESCC1.94e-072.22e-010.1124
145407C14orf37P22T-EHumanEsophagusESCC1.65e-132.34e-010.1236
145407C14orf37P23T-EHumanEsophagusESCC3.58e-021.30e-010.108
145407C14orf37P26T-EHumanEsophagusESCC8.29e-214.39e-010.1276
145407C14orf37P27T-EHumanEsophagusESCC9.18e-082.37e-010.1055
145407C14orf37P30T-EHumanEsophagusESCC1.72e-114.39e-010.137
145407C14orf37P32T-EHumanEsophagusESCC1.64e-047.24e-020.1666
145407C14orf37P37T-EHumanEsophagusESCC9.18e-039.73e-020.1371
145407C14orf37P39T-EHumanEsophagusESCC2.96e-029.23e-020.0894
145407C14orf37P47T-EHumanEsophagusESCC1.81e-021.28e-010.1067
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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
∗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
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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
C14orf37SNVMissense_Mutationc.145N>Gp.Lys49Glup.K49EQ86TY3protein_codingtolerated(0.14)benign(0.058)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
C14orf37SNVMissense_Mutationc.1229N>Tp.Ser410Phep.S410FQ86TY3protein_codingdeleterious(0.02)benign(0.086)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
C14orf37SNVMissense_Mutationnovelc.1540N>Cp.Ser514Prop.S514PQ86TY3protein_codingtolerated(0.17)benign(0.027)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C14orf37SNVMissense_Mutationrs772692558c.1711N>Tp.Pro571Serp.P571SQ86TY3protein_codingtolerated(0.2)benign(0.053)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
C14orf37SNVMissense_Mutationc.214G>Ap.Glu72Lysp.E72KQ86TY3protein_codingdeleterious(0.02)benign(0.046)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
C14orf37insertionFrame_Shift_Insnovelc.2037_2038insTACCTTGTCAAACACGATTTCATTTCAGCAGCTAGGGTGGCCAGACp.Thr680TyrfsTer72p.T680Yfs*72Q86TY3protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
C14orf37insertionNonsense_Mutationnovelc.993_994insCAAGTTTACTTCAGTTCTTCATAGAACTp.Asp332GlnfsTer8p.D332Qfs*8Q86TY3protein_codingTCGA-AN-A0FK-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
C14orf37insertionNonsense_Mutationnovelc.571_572insTAGTGTAATGTATACATGCTCATTCCAAATTGTTTTGGAAp.Ser191LeufsTer3p.S191Lfs*3Q86TY3protein_codingTCGA-AO-A0JB-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamideSD
C14orf37insertionNonsense_Mutationnovelc.702_703insATGTCATCAAATTTTGATAAAACAAATTAATGGAAp.Ser235MetfsTer10p.S235Mfs*10Q86TY3protein_codingTCGA-B6-A0IK-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
C14orf37SNVMissense_Mutationrs761546306c.245N>Tp.Ser82Leup.S82LQ86TY3protein_codingdeleterious(0.04)benign(0.011)TCGA-EK-A2RB-01Cervixcervical & endocervical cancerFemale<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
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