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:00109757CervixCCregulation of neuron projection development88/2311445/187234.26e-061.09e-0488
GO:00107206CervixCCpositive regulation of cell development64/2311298/187235.69e-061.41e-0464
GO:00313467CervixCCpositive regulation of cell projection organization72/2311353/187231.04e-052.32e-0472
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:00507705CervixCCregulation of axonogenesis34/2311154/187234.87e-044.76e-0334
GO:00519603CervixCCregulation of nervous system development77/2311443/187231.13e-039.30e-0377
GO:00507724CervixCCpositive regulation of axonogenesis20/231179/187231.19e-039.57e-0320
GO:00507676CervixCCregulation of neurogenesis65/2311364/187231.33e-031.05e-0265
GO:00507694CervixCCpositive regulation of neurogenesis43/2311225/187232.25e-031.61e-0243
GO:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:00519622CervixCCpositive regulation of nervous system development48/2311272/187236.60e-033.65e-0248
GO:003134616EsophagusESCCpositive regulation of cell projection organization201/8552353/187231.19e-051.11e-04201
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:005076710EsophagusESCCregulation of neurogenesis203/8552364/187236.10e-054.68e-04203
GO:00507697EsophagusESCCpositive regulation of neurogenesis131/8552225/187239.71e-056.90e-04131
GO:006156415EsophagusESCCaxon development251/8552467/187232.41e-041.49e-03251
GO:001097516EsophagusESCCregulation of neuron projection development240/8552445/187232.48e-041.53e-03240
GO:00519606EsophagusESCCregulation of nervous system development237/8552443/187235.02e-042.78e-03237
GO:00519625EsophagusESCCpositive regulation of nervous system development149/8552272/187231.50e-037.06e-03149
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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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