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🧬 Hacking histone codes in plants | 🧪 EpiProfile_PLANTS | ⏳ Compilando...82%
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🧬 Hacking histone codes in plants | 🧪 EpiProfile_PLANTS | ⏳ Compilando...82%

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biopelayo/README.md

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Pelayo González de Lena — Computational Biology

Pelayo González de Lena

Computational Biologist · Plant Epigenomicist · PhD Candidate

Website ORCID Email


About me

I'm a computational biologist and bioinformatician working on histone post-translational modifications (hPTMs) in plants, with a special focus on lysine methylation and acetylation marks in Arabidopsis thaliana.

Currently finishing my PhD at the University of Oviedo (FPI fellowship PRE2019-091395), building the EpiProfile_PLANTS ecosystem for reproducible plant histone proteomics. Previously at the Spanish National Cancer Research Centre (CNIO) in the Computational Cancer Genomics Group.

This account hosts my thesis work, analysis pipelines, teaching materials, and everything in between.


Tech stack

MATLAB Python R Bash Snakemake Docker LaTeX Linux Git

Bioconductor DESeq2 Plotly Minimap2 OpenCV PyTorch


Current research focus

Area Description
Plant epigenomics Chromatin regulation and histone PTM landscapes in Arabidopsis, Marchantia, Chlamydomonas
Histone marks in plants Characterising methylation and acetylation states across development and stress
Histone proteomics Quantitative workflows for propionylation-based bottom-up MS
Epitranscriptomics Nanopore direct RNA-seq and m6A modification detection
Reproducible pipelines FAIR-compliant, containerised workflows from raw data to figures
Teaching Making bioinformatics accessible to wet-lab biologists

The EpiProfile_PLANTS ecosystem

A central piece of my PhD: an end-to-end platform for plant histone proteomics, from vendor files to publication-ready figures.

WIFF/RAW ──▶ mzML ──▶ MS1/MS2 ──▶ EpiProfile_PLANTS ──▶ hDP/hPF/hPTM ──▶ Dashboard ──▶ Figures
   │            │          │              │                    │               │
   │      msconvert    xtract_xml    MATLAB core        3-tier model     Dash/Plotly
   │      (Docker)    (workflow)    (species bundles)   (audit-ready)    (7 tabs)
   ▼            ▼          ▼              ▼                    ▼               ▼
 PRIDE     centroided   text files    AT / MP / CR       QC artifacts    interactive

MATLAB License

Core MATLAB code. Species-specific histone peptide catalogs and layouts for Arabidopsis, Marchantia, and Chlamydomonas. Three-tier data model: hDP (peptides) / hPF (peptideforms) / hPTM (site-level). RT reference system, T1-T4 audit provenance.

Python Shell License

Docker + Snakemake preprocessing pipeline. PRIDE FTP download, msconvert to centroided mzML, MS1/MS2 extraction. Processed 220 raw files / 123 GB across 3 datasets (PXD046034, PXD046788, PXD014739).

Python License

Interactive Dash/Plotly dashboard with 7 tabs: Histone Ratios, Single PTMs, QC Dashboard, PSM Explorer, Sample Browser, Comparisons, Correlations. Heatmaps, PCA, dendrograms, mass accuracy QC.


K-CHOPORE

Keen Comprehensive High-throughput Omics Pipeline Organizer - a 9-stage Snakemake + Docker pipeline for Oxford Nanopore direct RNA-seq with emphasis on epitranscriptomics. Named after the Asturian cachopo - layers upon layers.

graph LR
    A["1. Basecalling<br/>Dorado / Guppy"] --> B["2. Filtering<br/>NanoFilt"]
    B --> C["3. Read QC<br/>NanoPlot"]
    C --> D["4. Alignment<br/>Minimap2"]
    D --> E["5. Align QC<br/>samtools"]
    E --> F["6. Isoforms<br/>FLAIR / StringTie2"]
    F --> G["7. Epitranscriptomics<br/>ELIGOS2 / m6Anet"]
    G --> H["8. Diff. Expression<br/>DESeq2"]
    H --> I["9. Report<br/>MultiQC"]

    style A fill:#a78bfa,stroke:#7c3aed,color:#fff
    style B fill:#22d3ee,stroke:#06b6d4,color:#000
    style C fill:#22d3ee,stroke:#06b6d4,color:#000
    style D fill:#39ff73,stroke:#22c55e,color:#000
    style E fill:#22d3ee,stroke:#06b6d4,color:#000
    style F fill:#f59e0b,stroke:#d97706,color:#000
    style G fill:#f472b6,stroke:#ec4899,color:#000
    style H fill:#ef4444,stroke:#dc2626,color:#fff
    style I fill:#e2e8f0,stroke:#94a3b8,color:#000
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image

Currently applied to an Arabidopsis thaliana 2x2 factorial experiment (WT vs anac017-1 mutant x Control vs Antimycin A):

Wild Type (WT) anac017-1 Mutant
Control 3 replicates 3 replicates
Antimycin A 3 replicates 1 replicate

Results: 20,958 isoforms quantified | 435 DEGs by genotype | 266 DEGs by treatment

K-CHOPORE


PhD thesis: histone PTMs in Arabidopsis thaliana

My thesis combines four chapters spanning methods, biology, and synthesis:

Ch. Topic Approach
1 EpiProfile_PLANTS methods Software validation, species-specific catalogs, QC framework
2 Arabidopsis rosette ontogeny Developmental gradient (YNG / BOT / FLOR / SEN) histone PTM profiling
3 Re-analysis of public datasets Genotoxic stress datasets from PRIDE (PXD010102, PXD046034, etc.)
4 Target-mark synthesis Behaviour of the studied marks across development and stress-related contexts

Other projects

VIDIO

Vision-Integrated Diagnostic Imaging Orchestrator

Multi-modal biomedical image analysis for retinal imaging, histopathology (OpenSlide), radiology (DICOM/NIfTI), and spatial transcriptomics (H5AD). Built on Falcon WSGI, PyTorch/MONAI, OpenCV, with 5-stage pipeline and TCGA integration.

VIDIO

COURSES

Teaching materials

Linux/WSL2/Docker for scientific computing, introductory Python and R/Bioconductor for omics, and small hands-on projects connecting code with real biological questions. Courses delivered at IAAP, University of Oviedo, City Council of Oviedo, FORMACAL, and ARTEAULA.

COURSES


Reproducibility principles

Across all repositories I follow a consistent philosophy:

raw_wiff/              # Vendor files, PXD accessions documented
mzML/                  # Converted with msconvert (Docker)
MS1_MS2/               # Extracted text files
EpiProfile_output/     # Quantification matrices
layouts/               # Species-specific peptide catalogs
phenodata/             # Sample metadata
R/                     # Downstream statistics
docs/                  # Documentation and manifests
  • Every analysis links back to explicit PXD accessions
  • Complete reproduction from WIFF/RAW to figures in a single command
  • FAIR principles: findable, accessible, interoperable, reusable
  • GPL-family licences with citable documentation

Publications

Year Title Venue
2026 RNA Sequencing Platforms and Bioinformatics Tools Book chapter
2017 Clusterization in head and neck squamous carcinomas based on lncRNA expression Clinical Epigenetics

Background & experience

University of Oviedo    ███████████████████████████░░░  PhD (FPI) · Plant epigenomics · 2020–present
CNIO                    ████████████████░░░░░░░░░░░░░  Computational Cancer Genomics · lncRNA / NGS
Teaching (IAAP & more)  ██████████████████████░░░░░░░  Linux, Python, R, Docker for biologists
GeoAI / ICM / FSP       ████████████░░░░░░░░░░░░░░░░░  Data analysis, geospatial AI, healthcare

"Codigo Biologico"

A growing project to teach bioinformatics and computational biology to biologists from scratch:

  • Step-by-step notebooks and slides with real biological data
  • Recorded sessions and screencasts
  • Reusable templates for academic and public administration courses
  • Material linked from biopelayo.github.io

GitHub stats

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Streak



Let's connect

If you work on plant epigenomics, histone proteomics, reproducible omics workflows, or are interested in re-analysing PRIDE datasets related to chromatin, feel free to open an issue or reach out.

Suggestions, discussions, and pull requests are very welcome.

Website ORCID Email


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