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: CHODL

Gene summary for CHODL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CHODL

Gene ID

140578

Gene namechondrolectin
Gene AliasC21orf68
Cytomap21q21.1
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9H9P2


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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
140578CHODLCCI_3HumanCervixCC1.69e-221.30e+000.516
140578CHODLLZE4THumanEsophagusESCC1.53e-073.77e-010.0811
140578CHODLLZE7THumanEsophagusESCC5.91e-168.82e-010.0667
140578CHODLP4T-EHumanEsophagusESCC2.38e-083.08e-010.1323
140578CHODLP9T-EHumanEsophagusESCC1.92e-184.80e-010.1131
140578CHODLP10T-EHumanEsophagusESCC6.51e-478.80e-010.116
140578CHODLP15T-EHumanEsophagusESCC4.48e-296.74e-010.1149
140578CHODLP20T-EHumanEsophagusESCC6.27e-049.40e-020.1124
140578CHODLP22T-EHumanEsophagusESCC5.71e-305.90e-010.1236
140578CHODLP27T-EHumanEsophagusESCC6.52e-111.91e-010.1055
140578CHODLP28T-EHumanEsophagusESCC7.29e-102.03e-010.1149
140578CHODLP30T-EHumanEsophagusESCC5.51e-271.03e+000.137
140578CHODLP31T-EHumanEsophagusESCC6.63e-162.79e-010.1251
140578CHODLP36T-EHumanEsophagusESCC8.27e-038.74e-020.1187
140578CHODLP39T-EHumanEsophagusESCC7.88e-034.07e-020.0894
140578CHODLP42T-EHumanEsophagusESCC1.66e-082.84e-010.1175
140578CHODLP48T-EHumanEsophagusESCC4.73e-021.09e-010.0959
140578CHODLP52T-EHumanEsophagusESCC1.10e-036.06e-020.1555
140578CHODLP62T-EHumanEsophagusESCC5.96e-041.40e-010.1302
140578CHODLP74T-EHumanEsophagusESCC1.45e-052.93e-010.1479
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
∗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:000740915EsophagusESCCaxonogenesis219/8552418/187233.14e-031.31e-02219
GO:00507728EsophagusESCCpositive regulation of axonogenesis48/855279/187234.93e-031.89e-0248
GO:00109756LungIACregulation of neuron projection development82/2061445/187231.82e-068.78e-0582
GO:00313466LungIACpositive regulation of cell projection organization63/2061353/187237.37e-051.55e-0363
GO:00615646LungIACaxon development78/2061467/187231.12e-042.15e-0378
GO:00074096LungIACaxonogenesis71/2061418/187231.33e-042.48e-0371
GO:00507675LungIACregulation of neurogenesis57/2061364/187233.92e-033.24e-0257
GO:00507723LungIACpositive regulation of axonogenesis17/206179/187234.91e-033.78e-0217
GO:00507704LungIACregulation of axonogenesis28/2061154/187235.22e-033.97e-0228
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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
CHODLSNVMissense_Mutationrs780658002c.89N>Gp.Val30Glyp.V30GQ9H9P2protein_codingdeleterious(0)benign(0.274)TCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CHODLSNVMissense_Mutationc.611A>Cp.Gln204Prop.Q204PQ9H9P2protein_codingtolerated(0.27)benign(0.036)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CHODLSNVMissense_Mutationc.202N>Ap.Leu68Ilep.L68IQ9H9P2protein_codingdeleterious(0)possibly_damaging(0.853)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CHODLSNVMissense_Mutationc.685N>Gp.Leu229Valp.L229VQ9H9P2protein_codingdeleterious(0)probably_damaging(0.991)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CHODLSNVMissense_Mutationnovelc.322N>Tp.Asp108Tyrp.D108YQ9H9P2protein_codingdeleterious(0)possibly_damaging(0.489)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CHODLSNVMissense_Mutationc.146N>Ap.Ser49Tyrp.S49YQ9H9P2protein_codingdeleterious(0.01)possibly_damaging(0.486)TCGA-CM-6167-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
CHODLSNVMissense_Mutationnovelc.457N>Tp.Ala153Serp.A153SQ9H9P2protein_codingtolerated(0.06)possibly_damaging(0.568)TCGA-G4-6295-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CHODLSNVMissense_Mutationc.289G>Tp.Gly97Cysp.G97CQ9H9P2protein_codingdeleterious(0)probably_damaging(1)TCGA-AG-A00C-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
CHODLSNVMissense_Mutationnovelc.475N>Tp.Gly159Cysp.G159CQ9H9P2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CHODLSNVMissense_Mutationnovelc.263C>Tp.Thr88Ilep.T88IQ9H9P2protein_codingtolerated(0.16)possibly_damaging(0.882)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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