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: CXXC5

Gene summary for CXXC5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CXXC5

Gene ID

51523

Gene nameCXXC finger protein 5
Gene AliasCF5
Cytomap5q31.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q7LFL8


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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
51523CXXC5GSM4909286HumanBreastIDC9.82e-03-1.40e-010.1081
51523CXXC5GSM4909297HumanBreastIDC7.39e-042.59e-010.1517
51523CXXC5GSM4909298HumanBreastIDC1.96e-316.57e-010.1551
51523CXXC5GSM4909304HumanBreastIDC2.93e-053.11e-010.1636
51523CXXC5GSM4909306HumanBreastIDC7.22e-042.96e-010.1564
51523CXXC5GSM4909307HumanBreastIDC2.88e-053.53e-010.1569
51523CXXC5GSM4909308HumanBreastIDC6.00e-194.79e-010.158
51523CXXC5GSM4909311HumanBreastIDC3.58e-049.40e-020.1534
51523CXXC5GSM4909313HumanBreastIDC5.32e-032.51e-010.0391
51523CXXC5GSM4909317HumanBreastIDC2.41e-529.89e-010.1355
51523CXXC5GSM4909318HumanBreastIDC3.06e-171.03e+000.2031
51523CXXC5GSM4909319HumanBreastIDC1.79e-122.27e-010.1563
51523CXXC5GSM4909321HumanBreastIDC2.25e-186.17e-010.1559
51523CXXC5M1HumanBreastIDC8.97e-083.93e-010.1577
51523CXXC5NCCBC2HumanBreastDCIS2.05e-076.00e-010.1554
51523CXXC5P1HumanBreastIDC8.55e-042.01e-010.1527
51523CXXC5P3HumanBreastIDC1.43e-034.86e-010.1542
51523CXXC5DCIS2HumanBreastDCIS2.15e-174.87e-020.0085
51523CXXC5HTA11_3410_2000001011HumanColorectumAD2.90e-072.30e-010.0155
51523CXXC5HTA11_2487_2000001011HumanColorectumSER2.13e-053.20e-01-0.1808
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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
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:00431227BreastIDCregulation of I-kappaB kinase/NF-kappaB signaling34/1434249/187237.18e-048.77e-0334
GO:000724914BreastIDCI-kappaB kinase/NF-kappaB signaling37/1434281/187238.58e-049.98e-0337
GO:00431236BreastIDCpositive regulation of I-kappaB kinase/NF-kappaB signaling26/1434186/187232.06e-031.95e-0226
GO:004312214BreastDCISregulation of I-kappaB kinase/NF-kappaB signaling32/1390249/187231.67e-031.66e-0232
GO:000724923BreastDCISI-kappaB kinase/NF-kappaB signaling35/1390281/187231.80e-031.74e-0235
GO:004312313BreastDCISpositive regulation of I-kappaB kinase/NF-kappaB signaling24/1390186/187235.66e-034.09e-0224
GO:0043123ColorectumADpositive regulation of I-kappaB kinase/NF-kappaB signaling60/3918186/187231.91e-042.56e-0360
GO:0043122ColorectumADregulation of I-kappaB kinase/NF-kappaB signaling76/3918249/187232.17e-042.85e-0376
GO:0007249ColorectumADI-kappaB kinase/NF-kappaB signaling82/3918281/187236.09e-046.40e-0382
GO:00431221ColorectumMSSregulation of I-kappaB kinase/NF-kappaB signaling71/3467249/187237.12e-051.21e-0371
GO:00072491ColorectumMSSI-kappaB kinase/NF-kappaB signaling77/3467281/187231.51e-042.19e-0377
GO:00431231ColorectumMSSpositive regulation of I-kappaB kinase/NF-kappaB signaling55/3467186/187231.60e-042.29e-0355
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
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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
CXXC5SNVMissense_Mutationnovelc.466N>Tp.Ala156Serp.A156SQ7LFL8protein_codingtolerated(0.69)benign(0.031)TCGA-AC-A8OR-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CXXC5insertionFrame_Shift_Insnovelc.614_615insACAGGp.Ser206GlnfsTer20p.S206Qfs*20Q7LFL8protein_codingTCGA-DS-A1OC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapygemcitabineSD
CXXC5SNVMissense_Mutationc.223C>Tp.Arg75Cysp.R75CQ7LFL8protein_codingdeleterious(0)possibly_damaging(0.642)TCGA-AA-3673-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CXXC5SNVMissense_Mutationrs771147937c.482N>Tp.Thr161Metp.T161MQ7LFL8protein_codingdeleterious(0.04)possibly_damaging(0.613)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CXXC5SNVMissense_Mutationc.885N>Tp.Lys295Asnp.K295NQ7LFL8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CXXC5SNVMissense_Mutationnovelc.557C>Tp.Ala186Valp.A186VQ7LFL8protein_codingtolerated(0.11)benign(0.125)TCGA-D5-6532-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CXXC5SNVMissense_Mutationnovelc.814N>Tp.Arg272Cysp.R272CQ7LFL8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CXXC5SNVMissense_Mutationrs373316102c.320N>Tp.Ala107Valp.A107VQ7LFL8protein_codingtolerated(0.06)benign(0)TCGA-A5-A0GB-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CXXC5SNVMissense_Mutationrs766479360c.800C>Tp.Ala267Valp.A267VQ7LFL8protein_codingtolerated(0.59)benign(0.019)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CXXC5SNVMissense_Mutationnovelc.927G>Tp.Lys309Asnp.K309NQ7LFL8protein_codingtolerated(0.1)probably_damaging(0.994)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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