Dragon is the world-wide most used application for the calculation of molecular descriptors. Its new version, Dragon 7.0, provides an improved user interface, new descriptors and additional features such as the calculation of fingerprints and the support for disconnected structures.

  • Molecular descriptors: Dragon calculates 5,270 molecular descriptors, covering most of the various theoretical approaches. The list of descriptors includes the simplest atom types, functional groups and fragment counts, topological and geometrical descriptors, three-dimensional descriptors, but also several properties estimation (such as logP) and drug-like and lead-like alerts (such as the Lipinski's alert). The wide range of different approaches and theories for descriptors calculation, and the correctness and precision of their implementation are ensured by the scientific supervision of the Milano Chemometrics and QSAR Research Group of prof. Roberto Todeschini, author with dr. Viviana Consonni of Molecular Descriptors for Chemoinformatics (the most complete reference for descriptors theory).
  • User interface and batch calculation: Dragon provides an easy-to-use and intuitive graphical user interface (both on Windows and Linux platforms) and a command line interface, useful for the batch processing of large datasets.
  • Fingerprints and molecular fragments: Dragon now provides also the calculation of hashed molecular fingerprints, fully customizable with several parameters, along with the generation of all molecular fragments used in the fingerprinting procedure.
  • Analysis tools: the graphical user interface provides advanced tools to analyze the calculated descriptors (extended univariate statistics, pair-wise correlation, principal component analysis) and the possibility of importing user's defined variables (like available experimental values) and perform analysis on the merged set of calculated descriptors and user's variables.
  • Disconnected structures: starting from version 7.0, Dragon allows the calculation of descriptors also on molecules with disconnected structure (e.g. salts, ionic liquids), providing different theoretical approaches to extend descriptors algorithms on such structures.

An introductory tutorial is available, with a brief walk-through of Dragon's main features.

Browse the following sections to learn more about Dragon. An extension allowing the usage of Dragon inside KNIME workflows is also available, please visit its section for more details.


Software type
Standalone application for Windows and Linux platforms

Supported platforms: Microsoft Windows (7, 8.1 and 10) and Linux (Fedora Core 23, Ubuntu 14.04).

Academic and commercial licenses are available with different options. Check the underlying section for more details.

The standard academic license fee is 900 . Owners of a Dragon 6 academic license can upgrade to Dragon 7 for a special fee of 300 . For commercial licenses and upgrades please contact us or ask a quotation from your private area.

How to get it
Ask a quotation from your private area (requires registration) or contact us directly by email. The purchased software is delivered by a safe download procedure from our website.

Dragon 7.0 calculates 5,270 molecular descriptors, organized in different logical blocks as in the previous versions. Blocks are further divided into sub-blocks to make management, selection, and analysis of descriptors easier. Following, the summary of molecular descriptors blocks calculated by Dragon 7.0 is reported. The complete list of all 5,270 calculated descriptor is also available.

Block no. Block name Descriptors
2Ring descriptors32
3Topological indices75
4Walk and path counts46
5Connectivity indices37
6Information indices50
72D matrix-based descriptors607
82D autocorrelations213
9Burden eigenvalues96
10P-VSA-like descriptors55
11ETA indices23
12Edge adjacency indices324
13Geometrical descriptors38
143D matrix-based descriptors99
153D autocorrelations80
16RDF descriptors210
173D-MoRSE descriptors224
18WHIM descriptors114
19GETAWAY descriptors273
20Randic molecular profiles41
21Functional groups count154
22Atom-centred fragments115
23Atom-type E-state indices172
24CATS 2D150
252D Atom Pairs1596
263D Atom Pairs36
27Charge descriptors15
28Molecular properties20
29Drug-like indices28
30CATS 3D300

Dragon 7.0 provides the calculation of hashed molecular fingerprints.

It calculates path based and extended connectivity fingerprints (ECFP). Path based fingerprints are generated identifying all linear paths of the molecule while ECFP are generated exhaustively identifying all circular fragments grown radially from each heavy atom of the molecule.

Both fingerprint types are calculated defining a set of options like the fingerprint size, the minimum and maximum length of the identified fragments and an extensive list of atom properties to be considered in order to differentiate fragments (e.g. atom type, aromaticity, formal charge, connectivity and bond order). The full customization of fingerprints allows to obtain the most suitable solutions for any task (modelling, similarity screening etc.).

Along with the fingerprints, Dragon 7.0 also calculates the full list of molecular fragments identified in the processed dataset, and provides them as SMARTS string, together with a set of useful statistics.

Dragon is used as a part of several QSAR modelling applications and suites, here you can find a list of some projects and applications that use Dragon for the calculation of molecular descriptors. Dragon is also widely used in scientific studies, a partial list of scientific papers where Dragon has been used and cited is available.

  • CzeekS is a computational molecule screening software. It utilizes a machine-learning method known as a Support Vector Machine (SVM) which has been shown to have efficient pattern recognition ability. Using existing assay data sets, CzeekS generates prediction models for compound-protein interactions. Based on the Chemical Genomics-based Virtual Screening (CGBVS) method, CzeekS offers fast and high-precision in-silico screening for drug candidate compounds. CzeekS employs approximately 1,000 molecular descriptors calculated by Dragon.
  • Toxicity Estimation Software Tool (TEST) estimates the toxicity values and physical properties of organic chemicals from molecular structure by means of several QSAR models. TEST is released by the United States Environmental Protection Agency (US EPA) and it is one of the QSAR tools suggested as an alternative approach for the REACH legislation. Dragon was used as benchmark software for the calculation of the molecular descriptors included in the TEST models.
  • CAESAR is an European project specifically dedicated to develop QSAR models for the REACH legislation. Five endpoints are addressed: BCF, Skin Sensitization, Carcinogenicity, Mutagenicity, Developmental Toxicity. A free on-line application has been developed to make models fully usable by everyone. Most of the models are based on Dragon descriptors.
  • ChemGPS-NP Web is a web-based public tool, for comprehensive chemical space navigation and exploration in terms of global mapping onto a consistent, eight dimensional map over structure derived physico-chemical characteristics. ChemGPS-NPWeb can assist in compound selection and prioritization; property description and interpretation; cluster analysis and neighbourhood mapping; as well as comparison and characterization of large compound datasets. By using ChemGPS-NPWeb, researchers can analyze and compare chemical libraries in a consistent manner. Through this web-based interface the users can submit a SMILES/SD file and receive the output as a result file showing the positions on the ChemGPS-NP map in terms of calculated predicted scores that then can be visualized. This works by calculating 40 selected Dragon descriptors used to define the ChemGPS-NP map from the submitted structure-file.
  • Chembench is a free portal that enables researchers to mine available chemical and biological data. Chembench can help researchers rationally design or select new compounds or compound libraries with significantly enhanced hit rates in screening experiments. Chembench provides cheminformatics research support to molecular modelers, medicinal chemists and quantitative biologists by integrating robust model builders, property and activity predictors, virtual libraries of available chemicals with predicted biological and drug-like properties, and special tools for chemical library design. Chembench was initially developed to support researchers in the Molecular Libraries Probe Production Centers Network (MLPCN) and the Chemical Synthesis Centers.
  • MOLE db - Molecular Descriptors Data Base is a free on-line database comprised of 1124 molecular descriptors calculated for 234773 molecules. The molecules are mainly collected from the NCI database, while the molecular descriptors have been calculated by means of DRAGON. Basically, the MOLE db - Molecular Descriptors Data Base allows the user to search for a specific group of molecules and analyse the corresponding values of molecular descriptors.
  • The Materials and Processes Simulations - MAPS platform developed by Scienomics, is a comprehensive environment for molecular modeling and simulations. MAPS provides a flexible framework for accessing the best simulation technology required for materials modeling and design in chemical, pharmaceutical and materials research projects. MAPS' plug-in based architecture enables users to integrate any proprietary or third party code when needed. MAPS has functionality to build molecular systems of finite, crystalline and amorphous nature and enables the user to visualize them with high quality graphics. Highly efficient engines in the area of quantum, classical, mesoscale, correlative and thermodynamic modeling allow predictions of relevant properties in various application areas including chemistry, petrochemistry, home and personal care, defense, transportation, pharmaceuticals and electronics. Sophisticated analysis tools are available for visualization and processing of the simulated results.
  • OCHEM Database (Online Chemical Database With Modeling Environment) is an online database with modeling environment. You can submit experimental data or use the other users' data to build predictive QSAR models for physical-chemical or biological properties. Dragon is used as internal engine to calculate descriptors.

Dragon 7.0 is available with academic or commercial licenses.

Academic licenses are provided to universities, under such licenses Dragon can be used for any research from which any resulting intellectual property remains in the public domain, but any commercial use is forbidden. Academic licenses are permanent, and the user has no access to any major software update, and access to minor updates only for the first year. They allow to install and use Dragon on a maximum of three computers. The standard Academic license is provided at a special price (900 ) to foster and to support academic research.

Commercial licenses are provided with different options in order to meet the specific needs of the user:

  • Single or Site: a single license allows to install and use Dragon on a single computer; a site license allows to install and use Dragon on any computer at a specific research site.
  • Permanent or Rent: a permanent license has no expiration, its fee is payed only once, but the user has no access to any major software update, and access to minor updates only for the first year. A rent license has an annual fee, and the user has full access to any major and minor update while the license is valid.

Owners of previous Dragon 6 licenses can upgrade to Dragon 7 with a special discounted fee. Owners of Dragon licenses older than version 6 can not upgrade and should purchase the software at its full price. The upgrade fee from previous Dragon 6 academic licenses is 300 .

For the prices of commercial licenses and upgrades please contact us or request a quotation in your private area.

The Dragon license agreement is available (PDF file), please read it carefully for details about the above mentioned options.

Dragon can be purchased on our website (payment by bank transfer or directly on-line with credit cards) and the software is delivered by a safe download procedure. Please register on our website and log in, a form for quotation request is available in your private area. If you wish you can contact us directly by email to request a quotation or further details about licensing/pricing schemes.

Several worldwide distributors are also available. It is possible to purchase Dragon at the same conditions reported in these pages from any of the following distributors:

CHINA  Tri-I Biotech

Room 701, No.18 Tianshan Road, Shanghai 200336, China
Telephone: +86-21-32504385
Website: http://tri-ibiotech.com.cn
Email: support@tri-ibiotech.com.cn

JAPAN  Affinity Science Corporation

Aios Gotanda Ekimae, 1-11-1 Nishigotanda, Shinagawa-ku, Tokyo 141-0031, Japan
Telephone: +81-3-6417-3695 - Fax: +81-3-6417-3696
Website: http://affinity-science.com
Email: info@affinity-science.com

POLAND  FQS Poland Sp. z o.o.

ul. Parkowa 11, 30-538 Krakow, Poland
Telephone: (+48 12) 429 43 45 - Fax : (+48 12) 429 6124
Website: http://www.fqs.pl
Email: ccs@fqs.pl


Neuhofstrasse 17, 8630 Ruti ZH, Swiss Confederation
Telephone: +41 43 501 30 30 - Fax: +41 43 501 30 33
Website: http://www.sparkdynamic.com
Email: sales@sparkdynamic.com

TAIWAN  Scientific Formosa Inc.

11th FL., 354 Fu-Hsing N. Rd., Taipei 104, Taiwan
Telephone: 886-2-2505-0525*118 - Fax : 886-2-2503-1680
Website: http://www.sciformosa.com.tw
Email: emily@sciformosa.com.tw

TURKEY  LookUs Scientific

Halk Sk. 29, Golden Plaza C Blok K:1 Sahrayicedid 34734 Istanbul, Turkey
Telephone: +90 (216) 372 6644 - Fax : +90 (216) 372 6648
Website: http://lookus.net
Email: yetkili@lookus.net