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: RC3H1

Gene summary for RC3H1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RC3H1

Gene ID

149041

Gene namering finger and CCCH-type domains 1
Gene AliasFHL6
Cytomap1q25.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

B9EGU6


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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
149041RC3H1CA_HPV_1HumanCervixCC4.80e-02-7.35e-030.0264
149041RC3H1CCI_1HumanCervixCC2.08e-121.22e+000.528
149041RC3H1CCI_2HumanCervixCC2.41e-099.53e-010.5249
149041RC3H1CCI_3HumanCervixCC8.67e-129.03e-010.516
149041RC3H1HTA11_3410_2000001011HumanColorectumAD3.83e-17-6.36e-010.0155
149041RC3H1HTA11_99999970781_79442HumanColorectumMSS9.30e-12-4.42e-010.294
149041RC3H1HTA11_99999973899_84307HumanColorectumMSS7.83e-04-5.65e-010.2585
149041RC3H1HTA11_99999974143_84620HumanColorectumMSS7.46e-16-5.56e-010.3005
149041RC3H1F007HumanColorectumFAP6.07e-05-2.96e-010.1176
149041RC3H1A001-C-207HumanColorectumFAP1.08e-05-3.27e-010.1278
149041RC3H1A015-C-203HumanColorectumFAP1.73e-28-3.71e-01-0.1294
149041RC3H1A015-C-204HumanColorectumFAP2.74e-08-3.16e-01-0.0228
149041RC3H1A014-C-040HumanColorectumFAP1.21e-04-3.11e-01-0.1184
149041RC3H1A002-C-201HumanColorectumFAP1.73e-15-3.10e-010.0324
149041RC3H1A002-C-203HumanColorectumFAP4.03e-08-2.10e-010.2786
149041RC3H1A001-C-119HumanColorectumFAP7.41e-07-1.97e-01-0.1557
149041RC3H1A001-C-108HumanColorectumFAP3.76e-17-3.29e-01-0.0272
149041RC3H1A002-C-205HumanColorectumFAP8.16e-25-3.58e-01-0.1236
149041RC3H1A015-C-005HumanColorectumFAP5.83e-06-2.42e-01-0.0336
149041RC3H1A015-C-006HumanColorectumFAP2.94e-18-5.39e-01-0.0994
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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
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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
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:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00071626CervixCCnegative regulation of cell adhesion72/2311303/187232.36e-081.70e-0672
GO:00026837CervixCCnegative regulation of immune system process94/2311434/187232.63e-081.87e-0694
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:00064029CervixCCmRNA catabolic process56/2311232/187234.81e-071.83e-0556
GO:00420988CervixCCT cell proliferation49/2311199/187231.32e-064.49e-0549
GO:19001517CervixCCregulation of nuclear-transcribed mRNA catabolic process, deadenylation-dependent decay11/231118/187231.37e-064.55e-0511
GO:19033119CervixCCregulation of mRNA metabolic process64/2311288/187231.71e-065.64e-0564
GO:00224084CervixCCnegative regulation of cell-cell adhesion48/2311196/187231.99e-066.18e-0548
GO:004887210CervixCChomeostasis of number of cells61/2311272/187232.17e-066.55e-0561
GO:00064019CervixCCRNA catabolic process62/2311278/187232.18e-066.56e-0562
GO:00421297CervixCCregulation of T cell proliferation43/2311171/187233.21e-068.77e-0543
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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
RC3H1SNVMissense_Mutationc.2156N>Gp.Tyr719Cysp.Y719CQ5TC82protein_codingtolerated(0.14)benign(0.005)TCGA-A8-A06T-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
RC3H1SNVMissense_Mutationc.1324N>Ap.Glu442Lysp.E442KQ5TC82protein_codingdeleterious(0)possibly_damaging(0.824)TCGA-A8-A08B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RC3H1SNVMissense_Mutationc.2083G>Ap.Glu695Lysp.E695KQ5TC82protein_codingdeleterious(0.01)benign(0.021)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
RC3H1SNVMissense_Mutationc.392G>Ap.Arg131Hisp.R131HQ5TC82protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RC3H1SNVMissense_Mutationnovelc.1426N>Gp.Ile476Valp.I476VQ5TC82protein_codingtolerated(1)benign(0.028)TCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
RC3H1SNVMissense_Mutationc.937N>Gp.His313Aspp.H313DQ5TC82protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
RC3H1SNVMissense_Mutationc.26N>Ap.Thr9Lysp.T9KQ5TC82protein_codingdeleterious(0)probably_damaging(0.998)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
RC3H1SNVMissense_Mutationc.2668T>Cp.Tyr890Hisp.Y890HQ5TC82protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RC3H1SNVMissense_Mutationc.1825N>Gp.Gln609Glup.Q609EQ5TC82protein_codingtolerated(0.56)benign(0.005)TCGA-E2-A1LA-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RC3H1SNVMissense_Mutationc.835C>Gp.Leu279Valp.L279VQ5TC82protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E9-A1NC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
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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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