Literature Review Tools

• Anara: An AI tool for literature reviews that simplifies reading, extracts key insights, enhances writing, and guides you through complex topics with ease.
• ScienceOpen: A free search engine for research papers with citation metrics, altmetrics, and a user-friendly design for exploring scholarly works.
• Semantic Scholar: An AI-powered platform for discovering and analyzing academic papers, offering deep insights into scholarly literature.
• SciSpace: A research tool with 270+ million papers and an AI assistant, Copilot, providing summaries, explanations, and answers to aid comprehension.
• PICO Portal: An AI tool designed to streamline systematic reviews by predicting the most relevant articles based on your criteria, reducing the number of studies you need to screen.
• Elicit: An AI research assistant that helps in literature review by finding relevant papers, summarizing findings, and extracting key information to answer specific research questions.
• Research Rabbit: A tool that allows researchers to create collections of papers and visualize the connections between them, aiding in the discovery of related work and the development of comprehensive literature reviews. 
• Consensus: An AI-powered search engine that finds and summarizes research papers, helping users quickly understand the consensus in scientific literature on a given topic.

Find Journer

• JANE (Journal/Article Name Estimator): A tool that helps you find the most relevant journals for your research based on article titles or abstracts.
• Clarivate Master Journal List: A comprehensive list of journals indexed by Clarivate, offering essential information for journal selection.
• Scopus Journal Comparison: Allows you to compare journals indexed in Scopus based on various metrics like impact factor and citation counts.
• Jot (Journal Targeter): A tool to help you identify the best journals for submitting your manuscript based on keywords or topics.
• Elsevier Journal Finder: Helps you find Elsevier journals that match your research topics and manuscript.
• Taylor & Francis Journal Suggester: This tool suggests journals from Taylor & Francis based on the title and abstract of your manuscript.
• Think. Check. Submit: A resource to help you evaluate the trustworthiness of journals and avoid predatory publishers.
• Wiley Journal Finder: A tool that helps you find Wiley journals by matching your manuscript with relevant journals.
• Cabell's: Provides a directory of journals and their evaluation metrics, helping you find suitable journals for your research.
• Journal Evaluation Tool: A tool for evaluating journals based on multiple performance metrics and journal reputation.
• Sage Journal Recommender: Suggests Sage journals that are a good fit for your research topic using your manuscript title and abstract.

R Package for Data Analysis and Visualization

• dplyr: A package for data manipulation, offering functions like filtering, selecting, and summarizing data. Part of the tidyverse.
• tidyr: Focuses on tidying data, such as reshaping and separating columns. Works well with other tidyverse packages. 
• Tidyverse: A collection of R packages (e.g., ggplot2, dplyr, tidyr, purrr) for consistent data analysis and visualization.
• gtsummary & gt: Used for creating customizable summary tables for data frames and statistical models. 
• ggplot2: A powerful visualization package implementing the "grammar of graphics" to create complex plots. 
• hrbrthemes: Enhances ggplot2 plots with additional themes, color palettes, and customization options. 
• RColorBrewer & viridis: Provide color palettes for data visualization, ideal for maps and charts. 
• Heatmaply: Creates interactive heatmaps with customization options.

Data Science Tools 

• NumPy: Foundation for scientific computing, offering support for multidimensional arrays and mathematical operations.
• Pandas: Simplifies data wrangling and analysis, providing powerful tools for handling structured data.
• Matplotlib: Used for creating static, basic data visualizations.
• Seaborn: Enhances Matplotlib with advanced statistical visualizations and attractive aesthetics.
• Plotly: Enables interactive and dynamic data visualizations.
• researchpy: data and performs statistical tests efficiently.
• Dask: Handles big data analysis with parallel computing support.
• scikit-learn: A versatile library for machine learning, offering tools for classification, regression, and clustering.
• scikit-image: Provides tools for image manipulation, especially useful in life sciences.

Bioinformatics Tools, Software, and Datasets

• NCBI Database: Provides access to genomic and protein sequence data for various organisms.
• EMBOSS Stretcher:: Aligns nucleotide or protein sequences using dynamic programming.
• PROSITE: Identifies protein motifs and conserved functional domains.

• Modeller v9.26: Constructs 3D protein structures based on homologous templates.
• Swiss-Model: Automates template selection and homology-based structure modeling.

• YASARA: Performs energy minimization and molecular simulations.
• SAVES: Assesses stereochemistry and structure validation of protein models.
• Superpose: Compares 3D structural alignments of proteins.

• PyMOL: Visualizes, analyzes, and animates 3D molecular structures for proteins, ligands, and complexes, producing publication-quality images  

• POCKDRUG: Identifies and characterizes ligand-binding pockets.
• Biovia Discovery Studio Visualizer: Analyzes and visualizes molecular interactions.

• Marvin JS: Facilitates chemical structure drawing and editing.

• LigandScout: Generates pharmacophore models for drug discovery.
• ZINCPHARMER: Screens ligand databases for potential drug candidates.

• SwissADME: Predicts pharmacokinetics and drug-likeness of molecules.
• ADMETSAR-2.0: Evaluates absorption, distribution, metabolism, excretion, and toxicity (ADMET) properties.

• AutoDock Vina: Performs ligand-protein docking simulations.
• PyRx: Integrates AutoDock and AutoDock Vina for virtual screening and docking through an intuitive graphical interface. 
• PatchDock: Conducts molecular docking through geometric shape complementarity.
• FireDock: Refines docking results with energy-based optimization.

• GROMACS: Runs high-performance molecular dynamics simulations.

• VMD: Visualizes and analyzes molecular dynamics trajectories.

• TRAPP Web Server: Studies the dynamic behavior of binding pockets.

• Spartan 14: Computes electronic properties like HOMO/LUMO analysis.

• Pfam: Detects conserved protein families and domains.
• SignalP: Predicts signal peptides for protein secretion.

• IEDB Tools: Identifies MHC-binding and B-cell epitopes for vaccine design.

• SnapGene: Simulates in-silico DNA cloning and plasmid construction.

• RNAfold: Predicts secondary structures of RNA sequences.

C. elegans Databases & Resources

Research & Scientific Databases 

• NCBI GenBank: A comprehensive nucleotide sequence database with annotated genetic information.
• Ensembl Genome Browser: Provides genome data, annotations, and comparative genomics tools.
• UCSC Genome Browser: Interactive genome visualization with integrated annotation tracks.
• DDBJ: DNA Data Bank of Japan, part of the international nucleotide sequence collaboration.
• 1000 Genomes Project: A large-scale catalog of human genetic variation across populations.  

• GEO: NCBI repository for functional genomics and transcriptomics datasets.
• ArrayExpress: EMBL-EBI’s archive of functional genomics experiments and gene expression data.
• SRA: Sequence Read Archive for high-throughput sequencing data storage.
• Expression Atlas: Explores gene expression across tissues, conditions, and organisms.
• GTEx: Genotype-Tissue Expression project linking genetic variation with tissue-specific expression. 

• UniProt: Central hub for protein sequences and functional annotation.
• PDB: Protein Data Bank containing 3D structural data of biomolecules.
• Pfam: Database of protein families and domains with sequence alignments.
• STRING: Protein–protein interaction networks from experiments and predictions.
• PRIDE: Repository for proteomics mass spectrometry datasets.

• HMDB: Human Metabolome Database for small-molecule metabolites.
• MetaboLights: EBI resource for metabolomics experiments and studies.
• KEGG Metabolomics: Pathway maps for metabolism and biochemical networks.
• LipidMaps: Specialized database for lipid structures and pathways.
• Reactome: Curated database of biological pathways and reactions.

• dbSNP: Archive of simple genetic variations such as SNPs.
• ClinVar: Clinical relevance of genetic variants linked to diseases.
• gnomAD: Genome Aggregation Database with allele frequency data.
• COSMIC: Catalog of somatic mutations in human cancer.
• dbVar: Database of large-scale genomic structural variations. 

• TCGA: The Cancer Genome Atlas, a molecular characterization of cancer.
• ICGC: International Cancer Genome Consortium providing global cancer datasets.
• cBioPortal: Interactive platform for exploring cancer genomics data.
• Oncomine: Gene expression resource for oncology research.
• COSMIC: Database of cancer mutations (also in variation databases). 

• UK Biobank: Large-scale biomedical database with genetic and health data.
• DHS Program: Demographic and Health Surveys for global population health.
• World Values Survey (WVS): Global survey on social, cultural, and health-related values.
• GHDx: Global Health Data Exchange with worldwide health datasets.
• MICS (UNICEF): Multiple Indicator Cluster Surveys for child and maternal health. 

• ChEMBL: Bioactive drug-like compounds with activity data.
• DrugBank: Drug and drug-target information database.
• PubChem: Public database of chemicals and their biological activities.
• BindingDB: Binding affinities for biomolecular interactions and drug discovery. 

• TAIR: Arabidopsis thaliana genome and functional biology database.
• Gramene: Comparative genomics resource for plants and crops.
• PlantGDB: Plant genome resources and gene annotations.
• Phytozome: Comparative platform for green plant genomics.
• BAR: Bio-Analytic Resource for plant gene expression and visualization.

• ViPR: Virus Pathogen Resource with genome and analysis tools.
• PATRIC: Pathosystems Resource for bacterial pathogens.
• IMG/M: Integrated Microbial Genomes & Microbiomes data platform.
• MG-RAST: Metagenomics analysis server for microbial communities.
• GISAID: Global database for influenza and SARS-CoV-2 genomic data. 

• CATH: Classification of protein domain structures.
• SCOP: Structural Classification of Proteins based on hierarchies.
• ModBase: Comparative protein structure models.
• EMDB: Electron Microscopy Data Bank for 3D structures.
• SwissSidechain: Database for molecular modeling in drug design. 

• ClinicalTrials.gov: Registry of clinical trials worldwide.
• WHO Clinical Trials Registry: International clinical trial registration platform.
• SEER: Cancer incidence and survival data in the U.S.
• GHDx: Global health metrics and epidemiological datasets.
• BioLINCC: Access to clinical and epidemiologic study resources. 

Biological Illustration Tools

• BioArt: Hosted by the National Institute of Allergy and Infectious Diseases (NIAID), BioArt provides over 2,000 science and medical visuals, including vectors, icons, and brushes, created by professional illustrators. 
• Bioicon: Bioicon offers a collection of high-quality biological icons and illustrations to enhance scientific presentations and educational materials.
• BioRender: BioRender's scientific illustration software includes an activity sheet with editable lab icons, enabling users to create publication-quality figures using pre-made icons and templates. 
• SciDraw: SciDraw is a platform that offers a variety of scientific drawings, including vectors of cells, animals, and laboratory equipment, contributed by the scientific community.
• Servier Medical Art (SMART): It offers over 3,000 free, high-quality medical illustrations suitable for publications and presentations. The collection encompasses various medical specialties, including anatomy, cellular biology, and general medical items.
• Reactome: Reactome is a free, open-source, curated, and peer-reviewed pathway database that provides insights into molecular processes and pathways in human biology.
• LabIcons: LabIcons offers free drawings of laboratory objects to improve knowledge communication in science and education, including clip arts of microcentrifuge tubes, plasticware, instruments, equipment, and glassware.