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}
}
PyTorch Implementation of [1611.06440] Pruning Convolutional Neural Networks for Resource Efficient Inference

PyTorch implementation of [1611.06440 Pruning Convolutional Neural Networks for Resource Efficient Inference] This demonstrates pruning a VGG16 based

Jacob Gildenblat 836 Dec 26, 2022
Speeding-Up Back-Propagation in DNN: Approximate Outer Product with Memory

Approximate Outer Product Gradient Descent with Memory Code for the numerical experiment of the paper Speeding-Up Back-Propagation in DNN: Approximate

2 Mar 02, 2022
Multi-Anchor Active Domain Adaptation for Semantic Segmentation (ICCV 2021 Oral)

Multi-Anchor Active Domain Adaptation for Semantic Segmentation Munan Ning*, Donghuan Lu*, Dong Wei†, Cheng Bian, Chenglang Yuan, Shuang Yu, Kai Ma, Y

Munan Ning 36 Dec 07, 2022
PyTorch code for ICLR 2021 paper Unbiased Teacher for Semi-Supervised Object Detection

Unbiased Teacher for Semi-Supervised Object Detection This is the PyTorch implementation of our paper: Unbiased Teacher for Semi-Supervised Object Detection

Facebook Research 366 Dec 28, 2022
Causal Imitative Model for Autonomous Driving

Causal Imitative Model for Autonomous Driving Mohammad Reza Samsami, Mohammadhossein Bahari, Saber Salehkaleybar, Alexandre Alahi. arXiv 2021. [Projec

VITA lab at EPFL 8 Oct 04, 2022
Official implementation of "Variable-Rate Deep Image Compression through Spatially-Adaptive Feature Transform", ICCV 2021

Variable-Rate Deep Image Compression through Spatially-Adaptive Feature Transform This repository is the implementation of "Variable-Rate Deep Image C

Myungseo Song 47 Dec 13, 2022
Randomized Correspondence Algorithm for Structural Image Editing

===================================== README: Inpainting based PatchMatch ===================================== @Author: Younesse ANDAM @Conta

Younesse 116 Dec 24, 2022
PyTorch-centric library for evaluating and enhancing the robustness of AI technologies

Responsible AI Toolbox A library that provides high-quality, PyTorch-centric tools for evaluating and enhancing both the robustness and the explainabi

24 Dec 22, 2022
Stochastic Scene-Aware Motion Prediction

Stochastic Scene-Aware Motion Prediction [Project Page] [Paper] Description This repository contains the training code for MotionNet and GoalNet of SA

Mohamed Hassan 31 Dec 09, 2022
Pytorch re-implementation of Paper: SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text Recognition (CVPR 2022)

SwinTextSpotter This is the pytorch implementation of Paper: SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text R

mxin262 183 Jan 03, 2023
PyTorch code of paper "LiVLR: A Lightweight Visual-Linguistic Reasoning Framework for Video Question Answering"

LiVLR-VideoQA We propose a Lightweight Visual-Linguistic Reasoning framework (LiVLR) for VideoQA. The overview of LiVLR: Evaluation on MSRVTT-QA Datas

JJ Jiang 7 Dec 30, 2022
A2LP for short, ECCV2020 spotlight, Investigating SSL principles for UDA problems

Label-Propagation-with-Augmented-Anchors (A2LP) Official codes of the ECCV2020 spotlight (label propagation with augmented anchors: a simple semi-supe

20 Oct 27, 2022
Code for classifying international patents based on the text of their titles/abstracts

Patent Classification Goal: To train a machine learning classifier that can automatically classify international patents downloaded from the WIPO webs

Prashanth Rao 1 Nov 08, 2022
CryptoFrog - My First Strategy for freqtrade

cryptofrog-strategies CryptoFrog - My First Strategy for freqtrade NB: (2021-04-20) You'll need the latest freqtrade develop branch otherwise you migh

Robert Davey 137 Jan 01, 2023
Point Cloud Registration using Representative Overlapping Points.

Point Cloud Registration using Representative Overlapping Points (ROPNet) Abstract 3D point cloud registration is a fundamental task in robotics and c

ZhuLifa 36 Dec 16, 2022
No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consistency

This repository contains the implementation for the paper: No-Reference Image Quality Assessment via Transformers, Relative Ranking, and Self-Consiste

Alireza Golestaneh 75 Dec 30, 2022
Versatile Generative Language Model

Versatile Generative Language Model This is the implementation of the paper: Exploring Versatile Generative Language Model Via Parameter-Efficient Tra

Zhaojiang Lin 17 Dec 02, 2022
A PyTorch-centric hybrid classical-quantum machine learning framework

torchquantum A PyTorch-centric hybrid classical-quantum dynamic neural networks framework. News Add a simple example script using quantum gates to do

MIT HAN Lab 400 Jan 02, 2023
Parris, the automated infrastructure setup tool for machine learning algorithms.

README Parris, the automated infrastructure setup tool for machine learning algorithms. What Is This Tool? Parris is a tool for automating the trainin

Joseph Greene 319 Aug 02, 2022
A lane detection integrated Real-time Instance Segmentation based on YOLACT (You Only Look At CoefficienTs)

Real-time Instance Segmentation and Lane Detection This is a lane detection integrated Real-time Instance Segmentation based on YOLACT (You Only Look

Jin 4 Dec 30, 2022