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: CCNH

Gene summary for CCNH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCNH

Gene ID

902

Gene namecyclin H
Gene AliasCAK
Cytomap5q14.3
Gene Typeprotein-coding
GO ID

GO:0000079

UniProtAcc

P51946


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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
902CCNHHTA11_3410_2000001011HumanColorectumAD5.00e-26-7.30e-010.0155
902CCNHHTA11_2487_2000001011HumanColorectumSER9.87e-15-7.23e-01-0.1808
902CCNHHTA11_1938_2000001011HumanColorectumAD2.11e-09-6.75e-01-0.0811
902CCNHHTA11_78_2000001011HumanColorectumAD1.93e-07-5.77e-01-0.1088
902CCNHHTA11_347_2000001011HumanColorectumAD1.45e-14-5.97e-01-0.1954
902CCNHHTA11_2112_2000001011HumanColorectumSER9.44e-04-7.52e-01-0.2196
902CCNHHTA11_3361_2000001011HumanColorectumAD6.12e-08-6.42e-01-0.1207
902CCNHHTA11_83_2000001011HumanColorectumSER5.09e-09-7.21e-01-0.1526
902CCNHHTA11_696_2000001011HumanColorectumAD1.84e-29-6.96e-01-0.1464
902CCNHHTA11_866_2000001011HumanColorectumAD3.71e-25-6.64e-01-0.1001
902CCNHHTA11_1391_2000001011HumanColorectumAD1.66e-16-6.82e-01-0.059
902CCNHHTA11_2992_2000001011HumanColorectumSER8.05e-06-7.52e-01-0.1706
902CCNHHTA11_5212_2000001011HumanColorectumAD3.37e-03-6.77e-01-0.2061
902CCNHHTA11_546_2000001011HumanColorectumAD7.71e-07-7.00e-01-0.0842
902CCNHHTA11_7862_2000001011HumanColorectumAD1.70e-06-7.31e-01-0.0179
902CCNHHTA11_866_3004761011HumanColorectumAD8.73e-22-7.20e-010.096
902CCNHHTA11_9408_2000001011HumanColorectumAD4.87e-03-7.52e-010.0451
902CCNHHTA11_8622_2000001021HumanColorectumSER2.88e-04-7.04e-010.0528
902CCNHHTA11_10623_2000001011HumanColorectumAD6.10e-04-6.66e-01-0.0177
902CCNHHTA11_10711_2000001011HumanColorectumAD4.23e-12-6.99e-010.0338
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:000636711Oral cavityLPtranscription initiation from RNA polymerase II promoter31/462377/187231.83e-031.38e-0231
GO:00063521Oral cavityLPDNA-templated transcription, initiation45/4623130/187237.03e-033.96e-0245
GO:000007911Oral cavityLPregulation of cyclin-dependent protein serine/threonine kinase activity34/462394/187238.52e-034.61e-0234
GO:003164726Oral cavityEOLPregulation of protein stability75/2218298/187231.22e-101.35e-0875
GO:005082126Oral cavityEOLPprotein stabilization51/2218191/187231.37e-086.40e-0751
GO:007190023Oral cavityEOLPregulation of protein serine/threonine kinase activity75/2218359/187235.81e-071.53e-0575
GO:003164733Oral cavityNEOLPregulation of protein stability73/2005298/187237.46e-121.17e-0973
GO:005082133Oral cavityNEOLPprotein stabilization53/2005191/187234.09e-115.41e-0953
GO:007190031Oral cavityNEOLPregulation of protein serine/threonine kinase activity64/2005359/187232.93e-054.48e-0464
GO:003164718ProstateBPHregulation of protein stability111/3107298/187234.58e-181.42e-15111
GO:005082118ProstateBPHprotein stabilization75/3107191/187234.96e-145.68e-1275
GO:00719009ProstateBPHregulation of protein serine/threonine kinase activity97/3107359/187233.42e-077.23e-0697
GO:19040292ProstateBPHregulation of cyclin-dependent protein kinase activity34/310798/187231.00e-051.39e-0434
GO:00000792ProstateBPHregulation of cyclin-dependent protein serine/threonine kinase activity32/310794/187232.79e-053.27e-0432
GO:003164719ProstateTumorregulation of protein stability112/3246298/187234.18e-171.18e-14112
GO:005082119ProstateTumorprotein stabilization76/3246191/187231.55e-131.73e-1176
GO:007190014ProstateTumorregulation of protein serine/threonine kinase activity98/3246359/187231.39e-062.51e-0598
GO:19040291ProstateTumorregulation of cyclin-dependent protein kinase activity34/324698/187232.60e-053.18e-0434
GO:00000791ProstateTumorregulation of cyclin-dependent protein serine/threonine kinase activity32/324694/187236.75e-057.21e-0432
GO:003164729SkincSCCregulation of protein stability144/4864298/187236.51e-176.80e-15144
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04110ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa041101ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0342022EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa030222EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0342032EsophagusESCCNucleotide excision repair54/420563/84652.01e-092.17e-081.11e-0854
hsa0302211EsophagusESCCBasal transcription factors35/420545/84651.01e-044.06e-042.08e-0435
hsa041105LungIACCell cycle30/1053157/84651.03e-023.83e-022.54e-0230
hsa0411012LungIACCell cycle30/1053157/84651.03e-023.83e-022.54e-0230
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0342021Oral cavityLPNucleotide excision repair37/241863/84655.14e-076.33e-064.08e-0637
hsa0411022Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
hsa0342031Oral cavityLPNucleotide excision repair37/241863/84655.14e-076.33e-064.08e-0637
hsa0411032Oral cavityLPCell cycle70/2418157/84651.17e-058.27e-055.33e-0570
hsa0411041Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa0411051Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa0411061Oral cavityNEOLPCell cycle37/1112157/84652.29e-041.58e-039.95e-0437
hsa0411071Oral cavityNEOLPCell cycle37/1112157/84652.29e-041.58e-039.95e-0437
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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
CCNHSNVMissense_Mutationc.421N>Cp.Glu141Glnp.E141QP51946protein_codingdeleterious(0.03)probably_damaging(0.932)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CCNHSNVMissense_Mutationc.206C>Tp.Ser69Leup.S69LP51946protein_codingtolerated(0.12)benign(0.209)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCNHSNVMissense_Mutationrs568535217c.379G>Ap.Gly127Argp.G127RP51946protein_codingdeleterious(0.01)probably_damaging(0.914)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCNHSNVMissense_Mutationnovelc.248N>Tp.Ala83Valp.A83VP51946protein_codingdeleterious(0)probably_damaging(0.961)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
CCNHdeletionFrame_Shift_Delc.643_646delNNNNp.Thr215ProfsTer21p.T215Pfs*21P51946protein_codingTCGA-AG-3878-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CCNHSNVMissense_Mutationrs763000210c.196G>Ap.Glu66Lysp.E66KP51946protein_codingtolerated(0.08)benign(0.052)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCNHSNVMissense_Mutationrs145378845c.602C>Tp.Thr201Metp.T201MP51946protein_codingdeleterious(0)possibly_damaging(0.752)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
CCNHSNVMissense_Mutationnovelc.711N>Ap.Met237Ilep.M237IP51946protein_codingtolerated(0.21)benign(0.018)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CCNHSNVMissense_Mutationnovelc.478N>Ap.Val160Ilep.V160IP51946protein_codingtolerated(0.49)benign(0.003)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
CCNHSNVMissense_Mutationrs201354427c.865G>Ap.Val289Ilep.V289IP51946protein_codingtolerated(0.36)benign(0)TCGA-B5-A0JR-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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