CBKH: The Cornell Biomedical Knowledge Hub

Related tags

Deep LearningCBKH
Overview

Cornell Biomedical Knowledge Hub (CBKH)

CBKG integrates data from 18 publicly available biomedical databases. The current version of CBKG contains a total of 2,932,164 entities of 10 types. Specifically, the CBKH includes 22,963 anatomy entities, 18,774 disease entities, 36,522 drug entities, 87,942 gene entities, 2,065,015 molecule entities, 1,361 symptom entities, 4,101 DSI entities, 137,568 DSP entities, 605 TC entities and 2,970 pathway entities. For the relationships in the CBKG (Table 3), there are 100 relation types within 17 kinds of entity pairs, including Anatomy-Gene, Drug-Disease, Drug-Drug, Drug-Gene, Disease-Disease, Disease-Gene, Disease-Symptom, Gene-Gene, DSI-Disease, DSI-Symptom, DSI-Drug, DSI-Anatomy, DSI-DSP, DSI-TC, Disease-Pathway, Drug-Pathway and Gene-Pathway. In total, CBKH contains 49,541,938 relations.

Schema

Materials and Methods

Our ultimate goal was to build a biomedical knowledge graph via comprehensively incorporating biomedical knowledge as much as possible. To this end, we collected and integrated 18 publicly available data sources to curate a comprehensive one. Details of the used data resources were listed in Table.

Statistics of CBKH

Entity Type Number Included Identifiers
Anatomy 22,963 Uberon ID, BTO ID, MeSH ID, Cell Ontology ID
Disease 18,774 Disease Ontology ID, KEGG ID, PharmGKB ID, MeSH ID, OMIM ID
Drug 36,759 DrugBank ID, KEGG ID, PharmGKB ID, MeSH ID
Gene 87,942 HGNC ID, NCBI ID, PharmGKB ID
Molecule 2,065,015 CHEMBL ID, CHEBI ID
Symptom 1,361 MeSH ID
Dietary Supplement Ingredient 4,101 iDISK ID
Dietary Supplement Product 137,568 iDISK ID
Therapeutic Class 605 iDISK ID, UMLS CUI
Pathway 2,970 Reactome ID, KEGG ID
Total Entities 2,382,309 -
Relation Type Number
Anatomy-Gene 12,825,270
Drug-Disease 2,711,848
Drug-Drug 2,684,682
Drug-Gene 1,295,088
Disease-Disease 11,072
Disease-Gene 27,541,618
Disease-Symptom 3,357
Gene-Gene 1,605,716
DSI-Symptom 2,093
DSI-Disease 5,134
DSI-Anatomy 4,334
DSP-DSI 689,297
DSI-TC 5,430
Disease-Pathway 1,942
Drug-Pathway 3,231
Gene-Pathway 153,236
Drug-Side Effect 163,206
Total Relations 49,706,554

Licence

The data of CBKG is licensed under the MIT License. The CBKH integrated the data from many resources, and users should consider the licenses for each of them (see the detail in the table).

Cite

@article{su2021cbkh,
  title={CBKH: The Cornell Biomedical Knowledge Hub},
  author={Su, Chang and Hou, Yu and Guo, Winston and Chaudhry, Fayzan and Ghahramani, Gregory and Zhang, Haotan and Wang, Fei},
  journal={medRxiv},
  year={2021},
  publisher={Cold Spring Harbor Laboratory Press},
  url = {https://www.medrxiv.org/content/10.1101/2021.03.12.21253461v1}
}
Simulations for Turring patterns on an apically expanding domain. T

Turing patterns on expanding domain Simulations for Turring patterns on an apically expanding domain. The details about the models and numerical imple

Yue Liu 0 Aug 03, 2021
mlpack: a scalable C++ machine learning library --

a fast, flexible machine learning library Home | Documentation | Doxygen | Community | Help | IRC Chat Download: current stable version (3.4.2) mlpack

mlpack 4.2k Jan 09, 2023
Keyword spotting on Arm Cortex-M Microcontrollers

Keyword spotting for Microcontrollers This repository consists of the tensorflow models and training scripts used in the paper: Hello Edge: Keyword sp

Arm Software 1k Dec 30, 2022
A two-stage U-Net for high-fidelity denoising of historical recordings

A two-stage U-Net for high-fidelity denoising of historical recordings Official repository of the paper (not submitted yet): E. Moliner and V. Välimäk

Eloi Moliner Juanpere 57 Jan 05, 2023
This repo implements a 3D segmentation task for an airport baggage dataset.

3D CT Scan Segmentation With Occupancy Network This repo implements a 3D superresolution segmentation task for an airport baggage dataset. Our final p

Christoph Reich 2 Mar 28, 2022
Hack Camera, Microphone, Location, Clipboard With Just a Link. Also, Get Many Details About Victim's Device. And So On...

An Automated Tool to Hack Victim's Camera, Microphone, Location, Clipboard. Has 2 Extra Features. Version 1.1 Update Fixed Some Major Bugs Data Saving

ToxicNoob 36 Jan 07, 2023
End-to-End Dense Video Captioning with Parallel Decoding (ICCV 2021)

PDVC Official implementation for End-to-End Dense Video Captioning with Parallel Decoding (ICCV 2021) [paper] [valse论文速递(Chinese)] This repo supports:

Teng Wang 118 Dec 16, 2022
PyTorch reimplementation of the paper Involution: Inverting the Inherence of Convolution for Visual Recognition [CVPR 2021].

Involution: Inverting the Inherence of Convolution for Visual Recognition Unofficial PyTorch reimplementation of the paper Involution: Inverting the I

Christoph Reich 100 Dec 01, 2022
Pytorch implementation of MaskGIT: Masked Generative Image Transformer

Pytorch implementation of MaskGIT: Masked Generative Image Transformer

Dominic Rampas 247 Dec 16, 2022
Code-free deep segmentation for computational pathology

NoCodeSeg: Deep segmentation made easy! This is the official repository for the manuscript "Code-free development and deployment of deep segmentation

André Pedersen 26 Nov 23, 2022
This project is based on our SIGGRAPH 2021 paper, ROSEFusion: Random Optimization for Online DenSE Reconstruction under Fast Camera Motion .

ROSEFusion 🌹 This project is based on our SIGGRAPH 2021 paper, ROSEFusion: Random Optimization for Online DenSE Reconstruction under Fast Camera Moti

219 Dec 27, 2022
The official implementation of EIGNN: Efficient Infinite-Depth Graph Neural Networks (NeurIPS 2021)

EIGNN: Efficient Infinite-Depth Graph Neural Networks The official implementation of EIGNN: Efficient Infinite-Depth Graph Neural Networks (NeurIPS 20

Juncheng Liu 14 Nov 22, 2022
Relative Uncertainty Learning for Facial Expression Recognition

Relative Uncertainty Learning for Facial Expression Recognition The official implementation of the following paper at NeurIPS2021: Title: Relative Unc

35 Dec 28, 2022
Code base for the paper "Scalable One-Pass Optimisation of High-Dimensional Weight-Update Hyperparameters by Implicit Differentiation"

This repository contains code for the paper Scalable One-Pass Optimisation of High-Dimensional Weight-Update Hyperparameters by Implicit Differentiati

8 Aug 28, 2022
A Low Complexity Speech Enhancement Framework for Full-Band Audio (48kHz) based on Deep Filtering.

DeepFilterNet A Low Complexity Speech Enhancement Framework for Full-Band Audio (48kHz) based on Deep Filtering. libDF contains Rust code used for dat

Hendrik Schröter 292 Dec 25, 2022
Deep Structured Instance Graph for Distilling Object Detectors (ICCV 2021)

DSIG Deep Structured Instance Graph for Distilling Object Detectors Authors: Yixin Chen, Pengguang Chen, Shu Liu, Liwei Wang, Jiaya Jia. [pdf] [slide]

DV Lab 31 Nov 17, 2022
MPRNet-Cloud-removal: Progressive cloud removal

MPRNet-Cloud-removal Progressive cloud removal Requirements 1.Pytorch = 1.0 2.Python 3 3.NVIDIA GPU + CUDA 9.0 4.Tensorboard Installation 1.Clone the

Semi 95 Dec 18, 2022
null

DeformingThings4D dataset Video | Paper DeformingThings4D is an synthetic dataset containing 1,972 animation sequences spanning 31 categories of human

208 Jan 03, 2023
Deep generative models of 3D grids for structure-based drug discovery

What is liGAN? liGAN is a research codebase for training and evaluating deep generative models for de novo drug design based on 3D atomic density grid

Matt Ragoza 152 Jan 03, 2023
Unity Propagation in Bayesian Networks Handling Inconsistency via Unity Smoothing

This repository contains the scripts needed to generate the results from the paper Unity Propagation in Bayesian Networks Handling Inconsistency via U

0 Jan 19, 2022