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: HNRNPH1

Gene summary for HNRNPH1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HNRNPH1

Gene ID

3187

Gene nameheterogeneous nuclear ribonucleoprotein H1
Gene AliasHNRPH
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

P31943


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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
3187HNRNPH1GSM4909285HumanBreastIDC1.81e-06-3.55e-010.21
3187HNRNPH1GSM4909286HumanBreastIDC1.06e-05-2.92e-010.1081
3187HNRNPH1GSM4909296HumanBreastIDC4.24e-15-4.56e-010.1524
3187HNRNPH1GSM4909297HumanBreastIDC2.06e-447.55e-010.1517
3187HNRNPH1GSM4909298HumanBreastIDC1.76e-022.41e-010.1551
3187HNRNPH1GSM4909306HumanBreastIDC1.06e-04-3.75e-010.1564
3187HNRNPH1GSM4909311HumanBreastIDC6.97e-34-4.41e-010.1534
3187HNRNPH1GSM4909312HumanBreastIDC3.23e-09-3.16e-010.1552
3187HNRNPH1GSM4909316HumanBreastIDC3.75e-02-5.27e-010.21
3187HNRNPH1GSM4909317HumanBreastIDC2.32e-022.12e-020.1355
3187HNRNPH1GSM4909319HumanBreastIDC3.04e-42-7.68e-010.1563
3187HNRNPH1GSM4909320HumanBreastIDC1.86e-06-5.52e-010.1575
3187HNRNPH1GSM4909321HumanBreastIDC1.52e-10-1.24e-010.1559
3187HNRNPH1brca1HumanBreastPrecancer7.37e-17-5.94e-01-0.0338
3187HNRNPH1brca3HumanBreastPrecancer1.68e-03-1.99e-01-0.0263
3187HNRNPH1brca10HumanBreastPrecancer1.02e-06-4.73e-01-0.0029
3187HNRNPH1NCCBC14HumanBreastDCIS4.81e-08-2.68e-010.2021
3187HNRNPH1NCCBC5HumanBreastDCIS2.05e-09-2.03e-010.2046
3187HNRNPH1P1HumanBreastIDC1.57e-16-5.90e-020.1527
3187HNRNPH1DCIS2HumanBreastDCIS3.83e-719.00e-020.0085
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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
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
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:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00434849BreastPrecancerregulation of RNA splicing34/1080148/187232.66e-124.75e-1034
GO:00003759BreastPrecancerRNA splicing, via transesterification reactions52/1080324/187231.74e-112.22e-0952
GO:00003779BreastPrecancerRNA splicing, via transesterification reactions with bulged adenosine as nucleophile51/1080320/187233.55e-114.04e-0951
GO:00003989BreastPrecancermRNA splicing, via spliceosome51/1080320/187233.55e-114.04e-0951
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
GO:004348414BreastIDCregulation of RNA splicing36/1434148/187233.32e-103.77e-0836
GO:000037514BreastIDCRNA splicing, via transesterification reactions58/1434324/187239.44e-109.58e-0858
GO:000037714BreastIDCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1434320/187231.60e-091.49e-0757
GO:000039814BreastIDCmRNA splicing, via spliceosome57/1434320/187231.60e-091.49e-0757
GO:000838024BreastDCISRNA splicing73/1390434/187233.05e-115.08e-0973
GO:004348424BreastDCISregulation of RNA splicing36/1390148/187231.40e-101.69e-0836
GO:000037524BreastDCISRNA splicing, via transesterification reactions58/1390324/187232.89e-103.34e-0858
GO:000037724BreastDCISRNA splicing, via transesterification reactions with bulged adenosine as nucleophile57/1390320/187235.01e-105.35e-0857
GO:000039824BreastDCISmRNA splicing, via spliceosome57/1390320/187235.01e-105.35e-0857
GO:004348410CervixCCregulation of RNA splicing42/2311148/187231.25e-076.24e-0642
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
GO:000037710CervixCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile55/2311320/187236.71e-033.70e-0255
GO:000039810CervixCCmRNA splicing, via spliceosome55/2311320/187236.71e-033.70e-0255
GO:000037510CervixCCRNA splicing, via transesterification reactions55/2311324/187238.61e-034.44e-0255
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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
HNRNPH1SNVMissense_Mutationc.1196N>Ap.Gly399Aspp.G399DP31943protein_codingtolerated(0.06)benign(0.188)TCGA-C8-A135-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
HNRNPH1SNVMissense_Mutationnovelc.1114N>Ap.Tyr372Asnp.Y372NP31943protein_codingtolerated(0.11)benign(0)TCGA-E2-A15O-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexPD
HNRNPH1insertionNonsense_Mutationnovelc.1179_1180insCTCTGGCTTGGCAGTTGAGGCTGTTGCGp.Ser394LeufsTer6p.S394Lfs*6P31943protein_codingTCGA-BH-A0EE-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydocetaxelSD
HNRNPH1SNVMissense_Mutationc.617G>Ap.Arg206Glnp.R206QP31943protein_codingtolerated(0.09)benign(0.014)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
HNRNPH1SNVMissense_Mutationnovelc.1327N>Ap.Asp443Asnp.D443NP31943protein_codingtolerated_low_confidence(0.59)benign(0)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
HNRNPH1SNVMissense_Mutationc.16G>Ap.Glu6Lysp.E6KP31943protein_codingtolerated(0.06)benign(0.024)TCGA-DS-A0VM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
HNRNPH1SNVMissense_Mutationnovelc.1103G>Tp.Ser368Ilep.S368IP31943protein_codingdeleterious(0.04)benign(0.208)TCGA-A6-A565-01Colorectumcolon adenocarcinomaFemale<65III/IVUnspecific5FUPD
HNRNPH1SNVMissense_Mutationc.616C>Tp.Arg206Trpp.R206WP31943protein_codingtolerated(0.05)benign(0.02)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
HNRNPH1SNVMissense_Mutationnovelc.211N>Ap.Leu71Metp.L71MP31943protein_codingdeleterious(0.01)probably_damaging(0.961)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HNRNPH1SNVMissense_Mutationc.1188N>Tp.Met396Ilep.M396IP31943protein_codingtolerated(0.69)benign(0.104)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
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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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