COMPASS Knowledge Base Report

Built on PharosDB + AetherBase
Generated: 2026-07-09 19:34

Overview

69,157
Total Papers
41,060
Relevant (score >=2)
45,238
With Impact Factor
31,652
Open Access
68,552
With Abstract
477,923
KB Facts

Papers by Year (2021-2026)

2021
6,265
2022
5,231
2023
5,282
2024
9,505
2025
14,254
2026
8,314

Top Journals

JournalPapersAvg IF
Scientific reports2,2724.81
Journal of biomolecular structure & dynamics2,1882.5
Journal of ethnopharmacology1,6636.8
International journal of molecular sciences1,5585.6
Journal of chemical information and modeling1,5036.18
PloS one1,0613.22
Bioorganic chemistry8795.1
European journal of medicinal chemistry8256.7
Journal of medicinal chemistry7237.3
Nature communications70417.82
International journal of biological macromolecules6698.7
Molecular diversity6364.3
Frontiers in immunology6157.02
Briefings in bioinformatics5097.57
Chemistry & biodiversity4992.9

Most Cited Papers

PMIDTitleJournalIFCitationsYear
37794186Plasma proteomic associations with genetics and health in the UK Biobank.Nature56.11,2972023
34884632The MTT Assay: Utility, Limitations, Pitfalls, and Interpretation in Bulk and Si...International journal of molecular sciences5.61,0312021
37258680Transfer learning enables predictions in network biology.Nature56.11,0262023
33844136Artificial intelligence to deep learning: machine intelligence approach for drug...Molecular diversity4.31,0202021
35352511Single-cell RNA sequencing technologies and applications: A brief overview.Clinical and translational medicine7.91,0122022
34895945Network pharmacology: curing causal mechanisms instead of treating symptoms.Trends in pharmacological sciences24.09642022
37100941Computational approaches streamlining drug discovery.Nature56.19472023
33099022Artificial intelligence in drug discovery and development.Drug discovery today8.78572021
36858276Network pharmacology, a promising approach to reveal the pharmacology mechanism ...Journal of ethnopharmacology6.88272023
33794304Using machine learning approaches for multi-omics data analysis: A review.Biotechnology advances14.16932021
34232033Combining Machine Learning and Computational Chemistry for Predictive Insights I...Chemical reviews64.26592021
34653365Single-cell analyses reveal key immune cell subsets associated with response to ...Cancer cell56.16342021
33597034Could graph neural networks learn better molecular representation for drug disco...Journal of cheminformatics7.96062021
33915568A molecular single-cell lung atlas of lethal COVID-19.Nature56.15992021
38197310Network pharmacology: towards the artificial intelligence-based precision tradit...Briefings in bioinformatics7.35732023

Knowledge Base

Dimensions

DimensionFacts
method147,887
target78,430
disease76,029
research_role43,193
drug_type43,100
outcome32,693
data_type31,747
pipeline_stage24,844

Top Methods

Molecular Dynamics (18,752) Molecular Docking (17,620) GAN (14,903) Network Pharmacology (10,163) Biomarker Discovery (6,696) Virtual Screening (5,640) Single-Cell Analysis (5,273) PPI Network (5,148) Machine Learning (general) (4,961) Drug Design (general) (4,531) Free Energy Calculation (3,412) Metabolomics (3,170) Gene Ontology (2,626) ADMET Prediction (2,539) Pharmacophore Modeling (2,183)

Top Diseases

Cancer (general) (30,124) COVID-19 (5,984) Inflammation (general) (5,102) Diabetes (2,847) Breast Cancer (2,362) Alzheimer's Disease (2,261) Cardiovascular Disease (2,077) Rheumatoid Arthritis (1,798) Neurodegenerative (1,533) Lung Cancer (1,473)

Top Targets

Rb (13,717) RAS (9,509) Kinase (5,503) AKT (4,911) TNF-α (3,507) PI3K (3,322) EGFR (2,555) MAPK (2,553) MYC (2,449) IL-1β (2,339)

Chinese Scientists

52,619
Chinese-Affiliated Authors
13,041
Papers with Chinese Authors
6.44
Avg IF (Chinese Authors)

Research Teams

30 teams via co-authorship community analysis.

#TeamLeadMembersPapersAvg IF
1Zhejiang UniversityHou Tingjun1401588.36
2Centre for InterdisciplinaryHassan Md Imtaiyaz1031463.72
3Ibn Zohr UniversityBourhia Mohammed65934.11
4Abasyn UniversityAhmad Sajjad37693.24
5University of KarachiUl-Haq Zaheer41533.57
6Qassim UniversityAlshabrmi Fahad M49493.81
7Macau University of Science Yao Xiaojun49496.4
8University of Electronic SciZou Quan41496.61
9King Khalid UniversityWahab Shadma32462.9
10Cairo UniversityIbrahim Ibrahim M35454.12
11Hassan II University of CasaChtita Samir35443.29
12Alagappa UniversityJeyakanthan Jeyaraman18403.52
13Shanghai Jiao Tong UniversitWei Dong-Qing25394.16
14R. C. Patel Institute of PhaPatel Harun15374.6
15Zhejiang UniversityZhu Feng28329.19

Rising Stars

50 authors with growing publication output.

NameInstitutionPapersAvg IFRecent IF
Lai Luhua530.9356.25
Callaway Ewen456.156.1
Zhang GuangjianFirst Affiliated Hospital of X324.1545.1
Susztak Katalin330.136.1
Yoshimura SatoshiSt. Jude Children's Research H336.036.0
Morehead Alex329.829.8
Wu ZhenxingZhejiang University815.1528.53
Wang Xiaorui718.0426.7
Ye QingZhejiang University619.2826.6
Shalek Alex K322.326.5
Zhang Nancy R326.3326.33
Peng JacquelineUniversity of Pennsylvania326.0726.07
Tan Kai325.825.8
Chen Chia-Hui325.825.8
Sussman Jonathan H325.825.8
COMPASS Knowledge Base Report · Generated by CompBio Agent Pipeline
Data sourced from PubMed, Semantic Scholar, and knowledge base extraction.