Abstract

A number of proteins and nucleic acids have been explored as therapeutic targets. These targets are subjects of interest in different areas of biomedical and pharmaceutical research and in the development and evaluation of bioinformatics, molecular modeling, computer-aided drug design and analytical tools. A publicly accessible database that provides comprehensive information about these targets is therefore helpful to the relevant communities. The Therapeutic Target Database (TTD) is designed to provide information about the known therapeutic protein and nucleic acid targets described in the literature, the targeted disease conditions, the pathway information and the corresponding drugs/ligands directed at each of these targets. Cross-links to other databases are also introduced to facilitate the access of information about the sequence, 3D structure, function, nomenclature, drug/ligand binding properties, drug usage and effects, and related literature for each target. This database can be accessed at http://xin.cz3.nus.edu.sg/group/ttd/ttd.asp and it currently contains entries for 433 targets covering 125 disease conditions along with 809 drugs/ligands directed at each of these targets. Each entry can be retrieved through multiple methods including target name, disease name, drug/ligand name, drug/ligand function and drug therapeutic classification.

Received July 23, 2001; Revised and Accepted August 28, 2001.

INTRODUCTION

Pharmaceutical agents generally exert their therapeutic effect by binding to a particular protein or nucleic acid target (1,2). So far, hundreds of proteins and nucleic acids have been explored as therapeutic targets (1). Rapid advances in genetic (3), structural (4) and functional (5) information of disease related genes and proteins not only raise strong interest in the search of new therapeutic targets, but also promote the study of various aspects of known targets including molecular mechanism of their binding agents and related adverse effects (6), and pharmacogenetic implications of sequence or proteomic variations (7), etc. The knowledge gained from such a study is important in facilitating the design of more potent, less toxic and personalized drugs. Development of advanced computational methods for bioinformatics (4), molecular modeling (8), drug design and pharmacokinetics analysis (911) increasingly uses known therapeutic targets to refine and test algorithms and parameters.

A publicly accessible database that provides comprehensive information about these targets is therefore helpful in catering for the need and interest of the relevant communities in general and those unfamiliar with a specific therapeutic target in particular. To the best of the authors’ knowledge, such a publicly accessible database is not yet available. In this work, we introduce a Therapeutic Target Database (TTD), which contains information about the known therapeutic protein and nucleic acid targets together with the targeted disease conditions, the pathway information and the corresponding drugs/ligands directed at each of these targets. Cross-links to other databases are introduced to facilitate the access of information regarding the function, sequence, 3D structure, nomenclature, drug/ligand binding properties and related literatures of each target.

The therapeutic targets collected in TTD are from a search of the available literature. It has been reported that, at present, approximately 500 therapeutic targets have been exploited in the currently available medical treatment (1). An effort has been made to collect as many of these known targets as possible. However, description of some of these targets in the literature was not specific enough to point to a particular protein or nucleic acid as the target. Hence these targets are not included in our database.

DATABASE STRUCTURE AND ACCESS

TTD has a web interface at http://xin.cz3.nus.edu.sg/Group/ttd/ttd.asp. The entries of this database are generated from a search of pharmacology textbooks (12,13), review articles (1421) and a number of recent publications. Our database currently contains 433 entries of protein and nucleic acid targets found from the literature. These targets cover 125 different disease conditions, which are described in the database. Drugs and ligands directed at each of these targets are searched and included in the database. A total of 809 different drugs and ligands are listed in the database.

The TTD database web interface is shown in Figure 1. This database is searchable by target name or drug/ligand name. It can also be accessed by selection of disease name, drug/ligand function or drug therapeutic classification from the list provided in the corresponding selection field. Searches involving any combination of these five search or selection fields are also supported. The lists of disease names, drug/ligand functions and drug classifications are given in Tables 1, 2 and 3, respectively.

The search is case insensitive. In a query, a user can specify full name or any part of the name in a text field, or choose one item from a selection field. Wild characters of ‘%’ and ‘_’ are supported in text field. Here, ‘_’ represents any one character and ‘%’ represents a string of characters of any length. For example, input of ‘phosphatase’ in the target name field finds entries containing ‘phosphatase’ in their name, such as Cdc25A phosphatase or tyrosine phosphatase. On the other hand, input of ‘Cdc25_ phosphatase’ finds entries with names like Cdc25A phosphatase, Cdc25B phosphatase and Cdc25C phosphatase. Likewise, input of Cdc% phosphatase finds the same entries as above. In this case, ‘%’ represents ‘25A’, ‘25B’, ‘25C’, respectively.

The result of a typical search is illustrated in Figure 2. In this interface, all the therapeutic targets that satisfy the search criteria are listed along with the disease conditions to be treated, drugs or ligands directed at the target, and the drug class. More detailed information of a target can be obtained by clicking the corresponding target name. The result is displayed in an interface shown in Figure 3. From this interface, one finds target name, corresponding disease condition and cross-link to Karolinska disease database (http://www.kib.ki.se/), target function in pathway and corresponding natural ligand, known drugs or ligands directed at the target, drug function (such as inhibitor, antagonist and blocker, etc.), drug therapeutic classification, and additional cross-links to other databases that provide useful information about the target.

The functional properties of an identified target can be obtained through cross-linking to the On-line Medical Dictionary (OMD) database (http://www.graylab.ac.uk/omd/) and the SWISS-PROT database (22). The target sequence can be retrieved from cross-link to the SWISS-PROT database. The available 3D structure of this target can be accessed through cross-linking to the Protein Data Bank (PDB) database (23). For an enzymatic target, its nomenclature can be obtained from cross-link to the Enzyme Data Bank (24). Ligand-binding properties may be obtained from cross-link to the Computed Ligand Binding Energy database (CliBE) (http://xin.cz3.nus.edu.sg/group/CLiBE.asp). The related literature can be accessed from cross-link to the relevant entries in the PubMed database (25).

As the research in proteomics (26) and pathways (27) progresses, the relevant information can be incorporated or the corresponding databases can be cross-linked to TTD to provide more comprehensive information about the drug targets and their relationship to other biomolecules and cellular processes.

*

To whom correspondence should be addressed. Tel: +65 874 6877; Fax: +65 774 6756; Email: yzchen@cz3.nus.edu.sg

Figure 1. The web interface of TTD. Five types of search mode are supported. This database is searchable by target name, disease name, drug/ligand name, drug/ligand function, drug classification or any combination of these.

Figure 1. The web interface of TTD. Five types of search mode are supported. This database is searchable by target name, disease name, drug/ligand name, drug/ligand function, drug classification or any combination of these.

Figure 2. The interface of a search result on TTD. All the targets that satisfy the specified search criteria are listed along with disease, drug/ligand name and drug classification.

Figure 2. The interface of a search result on TTD. All the targets that satisfy the specified search criteria are listed along with disease, drug/ligand name and drug classification.

Figure 3. Interface of the detailed information of target in TTD. Information related to disease, drug/ligand, pathway and some of the cross-database shortcuts are provided. In the case of one target having multi ligands, the ligands are separated with ‘│’, as well as their functions and CAS numbers.

Figure 3. Interface of the detailed information of target in TTD. Information related to disease, drug/ligand, pathway and some of the cross-database shortcuts are provided. In the case of one target having multi ligands, the ligands are separated with ‘│’, as well as their functions and CAS numbers.

Table 1.

Disease names listed in TTD (synonyms of disease names are also included to facilitate searching)

Acute lymphoblastic leukemiaErectile dysfunctionNeuropathic
AddictionFeverObesity
Advanced pancreatic tumorFungal infectionObstructive pulmonary disease
Affective disorderGastric tumorOcular hypertension/glaucoma
AIDSGlaucomaOral
Allergic rhinitisGoutOsteoporosis
AllergyHeart diseaseOvarian
Alzheimer’sHeart failurePain
AnalgesicHelminth infectionParkinson’s
AnesthesiaHepatitis CPeptic ulcer
ANF degradationHerpesPhaeochromocytoma
AngiogenesisHigh blood glucose levelPlatelet adhesion
AnxietyHigh blood sugar levelPlatelet disease
ArthritisHigh cholesterolPosterior pituitary disorder
AsthmaHirsutismPostsurgical
Autoimmune diseaseHormone-dependent tumorsProstate adenocarcinoma
B cellHuman African trypanosomiasisProstate tumor
Bacterial infectionHypertensionProstatic hyperplasia
BaldnessHyperthyroidismPsychiatric illness
Blood coagulationHypocalcaemiaPsychomotor
Bone LossImmune responseReproduction
Brain ischaemiaImmunodeficiencyRespiration
BreastIn transplantation, etc.Rheumatoid
Calcium deficiencyInflammationRiboflavin deficiency
CancerInfluenza A and BSchizophrenia
Carcinoid syndromeInsomniaSeizure
Cardiac failureIrritable bowel syndromeSmoking
Cardiovascular diseaseKidney failureSmooth muscle
Chronic myelogenous leukemiaLeukemiaSolid tumor
Cognitive dysfunctionLiposarcomaThiamine deficiency
ColonLiverTuberculosis
Common coldLocal anestheticUrinary tract infection
Common roundwormLungUrticaria
Congestive heart failureLupusUterus contraction
Cystic fibrosisMalariaVascular disease
DementiaMalignant painViral infection
DepressionMelanomaVisceral
DiabetesMetastasisVitamin A deficiency
Diabetic retinopathyMigraineVitamin B12 deficiency
DiarrheaMorning sicknessVitamin B6 deficiency
Drug dependenceMotion sicknessVitamin C deficiency
Drug inducedMotor disorderVitamin D deficiency
Dry eyeMovement disorderVomiting
DysrhythmicNasal congestionZollinger-Ellison syndrome
EmphysemaNeurodegeneration
EpilepsyNeurological symptom
Acute lymphoblastic leukemiaErectile dysfunctionNeuropathic
AddictionFeverObesity
Advanced pancreatic tumorFungal infectionObstructive pulmonary disease
Affective disorderGastric tumorOcular hypertension/glaucoma
AIDSGlaucomaOral
Allergic rhinitisGoutOsteoporosis
AllergyHeart diseaseOvarian
Alzheimer’sHeart failurePain
AnalgesicHelminth infectionParkinson’s
AnesthesiaHepatitis CPeptic ulcer
ANF degradationHerpesPhaeochromocytoma
AngiogenesisHigh blood glucose levelPlatelet adhesion
AnxietyHigh blood sugar levelPlatelet disease
ArthritisHigh cholesterolPosterior pituitary disorder
AsthmaHirsutismPostsurgical
Autoimmune diseaseHormone-dependent tumorsProstate adenocarcinoma
B cellHuman African trypanosomiasisProstate tumor
Bacterial infectionHypertensionProstatic hyperplasia
BaldnessHyperthyroidismPsychiatric illness
Blood coagulationHypocalcaemiaPsychomotor
Bone LossImmune responseReproduction
Brain ischaemiaImmunodeficiencyRespiration
BreastIn transplantation, etc.Rheumatoid
Calcium deficiencyInflammationRiboflavin deficiency
CancerInfluenza A and BSchizophrenia
Carcinoid syndromeInsomniaSeizure
Cardiac failureIrritable bowel syndromeSmoking
Cardiovascular diseaseKidney failureSmooth muscle
Chronic myelogenous leukemiaLeukemiaSolid tumor
Cognitive dysfunctionLiposarcomaThiamine deficiency
ColonLiverTuberculosis
Common coldLocal anestheticUrinary tract infection
Common roundwormLungUrticaria
Congestive heart failureLupusUterus contraction
Cystic fibrosisMalariaVascular disease
DementiaMalignant painViral infection
DepressionMelanomaVisceral
DiabetesMetastasisVitamin A deficiency
Diabetic retinopathyMigraineVitamin B12 deficiency
DiarrheaMorning sicknessVitamin B6 deficiency
Drug dependenceMotion sicknessVitamin C deficiency
Drug inducedMotor disorderVitamin D deficiency
Dry eyeMovement disorderVomiting
DysrhythmicNasal congestionZollinger-Ellison syndrome
EmphysemaNeurodegeneration
EpilepsyNeurological symptom
Table 1.

Disease names listed in TTD (synonyms of disease names are also included to facilitate searching)

Acute lymphoblastic leukemiaErectile dysfunctionNeuropathic
AddictionFeverObesity
Advanced pancreatic tumorFungal infectionObstructive pulmonary disease
Affective disorderGastric tumorOcular hypertension/glaucoma
AIDSGlaucomaOral
Allergic rhinitisGoutOsteoporosis
AllergyHeart diseaseOvarian
Alzheimer’sHeart failurePain
AnalgesicHelminth infectionParkinson’s
AnesthesiaHepatitis CPeptic ulcer
ANF degradationHerpesPhaeochromocytoma
AngiogenesisHigh blood glucose levelPlatelet adhesion
AnxietyHigh blood sugar levelPlatelet disease
ArthritisHigh cholesterolPosterior pituitary disorder
AsthmaHirsutismPostsurgical
Autoimmune diseaseHormone-dependent tumorsProstate adenocarcinoma
B cellHuman African trypanosomiasisProstate tumor
Bacterial infectionHypertensionProstatic hyperplasia
BaldnessHyperthyroidismPsychiatric illness
Blood coagulationHypocalcaemiaPsychomotor
Bone LossImmune responseReproduction
Brain ischaemiaImmunodeficiencyRespiration
BreastIn transplantation, etc.Rheumatoid
Calcium deficiencyInflammationRiboflavin deficiency
CancerInfluenza A and BSchizophrenia
Carcinoid syndromeInsomniaSeizure
Cardiac failureIrritable bowel syndromeSmoking
Cardiovascular diseaseKidney failureSmooth muscle
Chronic myelogenous leukemiaLeukemiaSolid tumor
Cognitive dysfunctionLiposarcomaThiamine deficiency
ColonLiverTuberculosis
Common coldLocal anestheticUrinary tract infection
Common roundwormLungUrticaria
Congestive heart failureLupusUterus contraction
Cystic fibrosisMalariaVascular disease
DementiaMalignant painViral infection
DepressionMelanomaVisceral
DiabetesMetastasisVitamin A deficiency
Diabetic retinopathyMigraineVitamin B12 deficiency
DiarrheaMorning sicknessVitamin B6 deficiency
Drug dependenceMotion sicknessVitamin C deficiency
Drug inducedMotor disorderVitamin D deficiency
Dry eyeMovement disorderVomiting
DysrhythmicNasal congestionZollinger-Ellison syndrome
EmphysemaNeurodegeneration
EpilepsyNeurological symptom
Acute lymphoblastic leukemiaErectile dysfunctionNeuropathic
AddictionFeverObesity
Advanced pancreatic tumorFungal infectionObstructive pulmonary disease
Affective disorderGastric tumorOcular hypertension/glaucoma
AIDSGlaucomaOral
Allergic rhinitisGoutOsteoporosis
AllergyHeart diseaseOvarian
Alzheimer’sHeart failurePain
AnalgesicHelminth infectionParkinson’s
AnesthesiaHepatitis CPeptic ulcer
ANF degradationHerpesPhaeochromocytoma
AngiogenesisHigh blood glucose levelPlatelet adhesion
AnxietyHigh blood sugar levelPlatelet disease
ArthritisHigh cholesterolPosterior pituitary disorder
AsthmaHirsutismPostsurgical
Autoimmune diseaseHormone-dependent tumorsProstate adenocarcinoma
B cellHuman African trypanosomiasisProstate tumor
Bacterial infectionHypertensionProstatic hyperplasia
BaldnessHyperthyroidismPsychiatric illness
Blood coagulationHypocalcaemiaPsychomotor
Bone LossImmune responseReproduction
Brain ischaemiaImmunodeficiencyRespiration
BreastIn transplantation, etc.Rheumatoid
Calcium deficiencyInflammationRiboflavin deficiency
CancerInfluenza A and BSchizophrenia
Carcinoid syndromeInsomniaSeizure
Cardiac failureIrritable bowel syndromeSmoking
Cardiovascular diseaseKidney failureSmooth muscle
Chronic myelogenous leukemiaLeukemiaSolid tumor
Cognitive dysfunctionLiposarcomaThiamine deficiency
ColonLiverTuberculosis
Common coldLocal anestheticUrinary tract infection
Common roundwormLungUrticaria
Congestive heart failureLupusUterus contraction
Cystic fibrosisMalariaVascular disease
DementiaMalignant painViral infection
DepressionMelanomaVisceral
DiabetesMetastasisVitamin A deficiency
Diabetic retinopathyMigraineVitamin B12 deficiency
DiarrheaMorning sicknessVitamin B6 deficiency
Drug dependenceMotion sicknessVitamin C deficiency
Drug inducedMotor disorderVitamin D deficiency
Dry eyeMovement disorderVomiting
DysrhythmicNasal congestionZollinger-Ellison syndrome
EmphysemaNeurodegeneration
EpilepsyNeurological symptom
Table 2.

Drug functions listed in TTD (synonyms of drug functions are also included to facilitate searching)

ActivatorCofactor
AgonistImmunotoxin
AlkylatorInactivator
AntagonistInhibitor
AntibodyIntercalator
AntisenseOpener
BlockerStimulator
Chain breakerSubstrate
CoenzymeVaccine
ActivatorCofactor
AgonistImmunotoxin
AlkylatorInactivator
AntagonistInhibitor
AntibodyIntercalator
AntisenseOpener
BlockerStimulator
Chain breakerSubstrate
CoenzymeVaccine
Table 2.

Drug functions listed in TTD (synonyms of drug functions are also included to facilitate searching)

ActivatorCofactor
AgonistImmunotoxin
AlkylatorInactivator
AntagonistInhibitor
AntibodyIntercalator
AntisenseOpener
BlockerStimulator
Chain breakerSubstrate
CoenzymeVaccine
ActivatorCofactor
AgonistImmunotoxin
AlkylatorInactivator
AntagonistInhibitor
AntibodyIntercalator
AntisenseOpener
BlockerStimulator
Chain breakerSubstrate
CoenzymeVaccine
Table 3.

Drug classifications listed in TTD (synonyms of drug classifications are also included to facilitate searching)

AnestheticAntimalarialLipid-lowering
Anti-allergicAntimotilityLocal anesthetic
Anti-allergyAnti-neurodegenerativeLupus
Anti-androgenAnti-obesityNasal decongestion
Anti-angiogenicAntiplateletNeurological
Anti-asthmaticAntipsychoticOpioid overdose
AntibacterialAntipyreticOsteoporosis
AnticancerAntirheumatoidOvulation induction
Anti-cholesterolAntisepticsPain-killer
AnticoagulantAntiviralParkinson’s
AnticonvulsantAnxiolyticPlatelet
AntidepressantAnxioticProcoagulant
AntidiabeticArthritisPsychomotor stimulant
AntidiarrhealBronchodilatorPsychostimulant
AntidiureticCardiotonicPsychotomimetic
AntidysrhythmicContraceptiveRespiratory stimulant
Anti-emeticConvulsantSedative
Anti-emeticsDepressantSupplement
AntiepilepticDiureticsUterine contractant
AntifungalDrug dependenceUterine relaxant
Anti-gastric secretionErectile dysfunctionVasodilator
AntihelminthicGlaucoma treatmentVitamin
AnestheticAntimalarialLipid-lowering
Anti-allergicAntimotilityLocal anesthetic
Anti-allergyAnti-neurodegenerativeLupus
Anti-androgenAnti-obesityNasal decongestion
Anti-angiogenicAntiplateletNeurological
Anti-asthmaticAntipsychoticOpioid overdose
AntibacterialAntipyreticOsteoporosis
AnticancerAntirheumatoidOvulation induction
Anti-cholesterolAntisepticsPain-killer
AnticoagulantAntiviralParkinson’s
AnticonvulsantAnxiolyticPlatelet
AntidepressantAnxioticProcoagulant
AntidiabeticArthritisPsychomotor stimulant
AntidiarrhealBronchodilatorPsychostimulant
AntidiureticCardiotonicPsychotomimetic
AntidysrhythmicContraceptiveRespiratory stimulant
Anti-emeticConvulsantSedative
Anti-emeticsDepressantSupplement
AntiepilepticDiureticsUterine contractant
AntifungalDrug dependenceUterine relaxant
Anti-gastric secretionErectile dysfunctionVasodilator
AntihelminthicGlaucoma treatmentVitamin
Table 3.

Drug classifications listed in TTD (synonyms of drug classifications are also included to facilitate searching)

AnestheticAntimalarialLipid-lowering
Anti-allergicAntimotilityLocal anesthetic
Anti-allergyAnti-neurodegenerativeLupus
Anti-androgenAnti-obesityNasal decongestion
Anti-angiogenicAntiplateletNeurological
Anti-asthmaticAntipsychoticOpioid overdose
AntibacterialAntipyreticOsteoporosis
AnticancerAntirheumatoidOvulation induction
Anti-cholesterolAntisepticsPain-killer
AnticoagulantAntiviralParkinson’s
AnticonvulsantAnxiolyticPlatelet
AntidepressantAnxioticProcoagulant
AntidiabeticArthritisPsychomotor stimulant
AntidiarrhealBronchodilatorPsychostimulant
AntidiureticCardiotonicPsychotomimetic
AntidysrhythmicContraceptiveRespiratory stimulant
Anti-emeticConvulsantSedative
Anti-emeticsDepressantSupplement
AntiepilepticDiureticsUterine contractant
AntifungalDrug dependenceUterine relaxant
Anti-gastric secretionErectile dysfunctionVasodilator
AntihelminthicGlaucoma treatmentVitamin
AnestheticAntimalarialLipid-lowering
Anti-allergicAntimotilityLocal anesthetic
Anti-allergyAnti-neurodegenerativeLupus
Anti-androgenAnti-obesityNasal decongestion
Anti-angiogenicAntiplateletNeurological
Anti-asthmaticAntipsychoticOpioid overdose
AntibacterialAntipyreticOsteoporosis
AnticancerAntirheumatoidOvulation induction
Anti-cholesterolAntisepticsPain-killer
AnticoagulantAntiviralParkinson’s
AnticonvulsantAnxiolyticPlatelet
AntidepressantAnxioticProcoagulant
AntidiabeticArthritisPsychomotor stimulant
AntidiarrhealBronchodilatorPsychostimulant
AntidiureticCardiotonicPsychotomimetic
AntidysrhythmicContraceptiveRespiratory stimulant
Anti-emeticConvulsantSedative
Anti-emeticsDepressantSupplement
AntiepilepticDiureticsUterine contractant
AntifungalDrug dependenceUterine relaxant
Anti-gastric secretionErectile dysfunctionVasodilator
AntihelminthicGlaucoma treatmentVitamin

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