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System Health
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Docking
AI Affinity
Virtual Perturbation
Structure
Engineering
Reports P7
Publication files
AI Agent
Jobs
Formal Run
Settings
RESEARCH CONTEXT No project selected
SpeciesNot defined AcceptorNot defined DonorNot defined Reaction siteNot defined
NOT_DEFINED
INTERPRETABLE PLANT UGT DISCOVERY

UGT Lab for Discovery

From glycosylation hypothesis to experimentally prioritized UGT candidates

A candidate-centred research environment integrating evolutionary context, donor-aware structural evidence, biological context and interpretable multi-evidence prioritization for plant Family-1 UDP-glycosyltransferases.

Explore How UGTLD Works
RESEARCH QUESTIONAcceptor + donor + reaction context
UGT
CANDIDATE SPACEFamily-1 UGTs
INTEGRATED PRIORITYDefensible shortlist→ Researcher decision
THE SCIENTIFIC PROBLEM

From hundreds of UGTs to a defensible experimental shortlist

UGTLD organizes heterogeneous evidence around each candidate and preserves its origin through prioritization and decision.

01

Large candidate space

Plant genomes often encode large Family-1 UGT repertoires, making exhaustive experimental screening expensive.

02

Fragmented evidence

Evolutionary, structural, biological and reaction-related evidence are commonly analyzed in separate tools.

03

Interpretability

Missing or unavailable evidence must remain explicit—not become artificial confidence, zero, or a worst rank.

HOW UGTLD WORKS

Evidence becomes a decision without becoming a black box

System priority supports—not replaces—the researcher’s experimental decision.

MULTI-EVIDENCE ENGINE

Different evidence, explicit scientific roles

Every axis remains inspectable at candidate level. Reaction Geometry is diagnostic and never participates in RRF.

RANKING EVIDENCE

Evolutionary Context

Task-specific functional anchors, candidate placement and candidate-to-anchor evolutionary context.

RANKING EVIDENCE

Structural Evidence

Candidate structure, donor-conditioned sequential docking, acceptor context and reaction-site evidence.

CONDITIONAL RANKING EVIDENCE

Biological Context

Dataset-supported expression, omics and functional context—only when scientifically available.

Unavailable → omitted, never zero
DIAGNOSTIC ONLY · NOT AN RRF AXIS

Reaction Geometry

Reactive atom mapping, distance, angle and geometric plausibility for mechanistic inspection.

SELECTED CANDIDATES

Deep Evidence

Optional deeper structural and AI-supported evidence for a frozen or designated subset, not the initial ranking foundation.

FROM EVIDENCE TO DECISION

Integrated Priority is a transparent starting point

Available ranking evidence is integrated with a missingness-aware strategy. Unavailable evidence is omitted—not scored as zero, assigned a worst rank, or replaced by candidate order.

Integrated Priority→Shortlist→Compare→Experimental Priority
SCIENTIFIC TRACEABILITY

Built for scientific traceability, not black-box ranking

01

Evidence-aware

Each candidate retains axis-level evidence and its scientific state.

02

Missingness-aware

Unavailable evidence remains unavailable and is not converted to zero.

03

Protocol-traceable

Results remain connected to jobs, artifacts, protocol and analysis context.

04

Researcher-in-the-loop

System prioritization and experimental decisions remain separate.

REAL PLATFORM WORKSPACE

From candidate evidence to a reproducible research record

These views use the same persisted project, candidate, evidence and output lineage exposed by the research workspace.

RESEARCH OUTPUTS

One validated lineage, reused across platform and publication

The same scientific assets feed workspace views, reports, exports and publication-quality charts.

Candidate EvidenceIntegrated RankingComparisonPublication-quality ChartsScientific ReportResearch PackageSource TSVSVG / PNGManifest / Provenance
LIVE PLATFORM
Loading database statistics…
—Species
—UGT records
—Candidates
—Structures
—Completed analyses
START / CONTINUE RESEARCH

Start exploring a glycosylation hypothesis

Define the biological question, establish a candidate set, inspect evidence, compare candidates and preserve the complete research lineage.

Documentation
UGTLD

UGT Lab for Discovery

Version
—
Build date
—
Git commit
—
License
Not declared

Database records and model outputs are research evidence, not experimental validation. Review provenance, parameters and uncertainty before interpretation.

Gene Mining
PSPG Scan · UGT Classification
Ready — genes
Candidate Evaluation
Pool · Score · Rank
Active — candidates
UGT Engineering
Structure · Docking · Mutagenesis
In Progress 0 models
Figures & Reports
Visualize · Export · Publish
Idle 0 jobs

UGT Lab for Discovery

Multi-Species UGT Gene Mining & Molecular Docking Platform

—Species
—UGT Seqs
—PSPG Motifs
0Structures

Platform Status

BackendChecking...
Species Portal—
Gene Mining—
Candidate Pool—
Docking—
AI Affinity—
Virtual Perturbation—
Structure—
Engineering/FoldX—
Literature/Agent—
Figures/Reports—
Jobs—

Research Pipeline

🌐
1. SpeciesSelect & browse
→
🧬
2. Gene MiningPSPG & UGT scan
→
📋
3. Candidate PoolFilter & rank
→
🔮
4. StructureRoseTTAFold2
→
🎯
5. DockingTwo-step protocol
→
⚡
6. AI AffinityBoltz-2 / RF2
→
📚
7. LiteraturePubMed evidence
→
📊
8. Jobs & ExportResults / figures

Priority Species

Loading...

Recent Jobs

No recent jobs

Gene Mining — PSPG Motif Scan & UGT Classification

Upload FASTA file or paste sequences for PSPG motif heuristic scanning and UGT family classification.

Drop FASTA file or click to upload
.fa / .fasta / .faa · Single or multi-sequence

About PSPG Motif Scanning

This module uses heuristic rules to scan for plant secondary product glycosyltransferase (PSPG) motifs in protein sequences. The detection checks key conserved positions within the C-terminal PSPG domain (~44 aa).

⚠ Heuristic only — not a substitute for alignment-based annotation. Quality levels: high_confidence → Score ≥ 0.7 (most key residues matched) medium_confidence → Score ≥ 0.5 low_confidence → Score ≥ 0.3 not_detected → Score < 0.3
RESEARCH WORKSPACE

Projects

Open a project to continue its task, candidate set, evidence and delivery lineage.

Loading projects...

Species UGT Portal — — Species in Database

Priority Species

All Species (paginated)

Latin NameChineseGroupUGT CountPSPGAvg LengthAction
Loading...
Select a project
Plain UTF-8 protein FASTA: .fa, .faa, .fasta, .fas
No file previewed.
Choose an imported resource
No records loaded0 selectedOriginal protein ID · ascending
Sequence QCSourceAction
Import or select a project FASTA resource to view records.
Select a species
0 candidates selected
Original IDLabelLengthPSPGQCFamilySubfamily-likeClosest namedClosest characterizedPhylogenetic placementConfidenceStructureAction
Load a species to begin.
🔬
1

Select Protein Library

2

Step 1: Sugar Donor Docking

Dock donor first → UGT·Donor complex
3

Step 2: Substrate Docking

Loading built-in ligands...
📁
Drop ligand file here or click to browse
Supported: .sdf .mol .mol2 .pdb .pdbqt .smi .smiles .txt | Max: 50MB
🔬
Loading Ketcher Editor...
Dock substrate into UGT·Donor complex
4

Docking Method

5
Two-step docking executed sequentially

Docking Results

Two-step: Step1 UGT+Donor → Step2 UGT·Donor+Substrate
Gene IDDonorStep1 Score
UGT+Donor
SubstrateStep2 Score
Complex+Sub
Combined
Score
Catalytic
Pose
Evidence
Submit a docking job first.
ANALYSIS

Discovery

Open a project to review its research question.

Evolutionary Context

Unavailable

No project analysis loaded.

Structural Context

Unavailable

No project analysis loaded.

Biological Context

Unavailable

No project analysis loaded.

INTEGRATED PRIORITY

Not ready

RESULTS

Candidate Prioritization

Open a project to view prioritization results.

RankCandidatePriorityEvidenceEvolutionStructuralBiologicalDecision
Open a project to view results.
EVIDENCE-GUIDED CANDIDATE ORCHESTRATION

Candidate Center

Observe, select, compare, prioritize, and export candidates without turning evidence coverage into a score.

Scientific journey

One traceable path from species to experimental prioritization.
Load a project
Open a Project to see its next scientific action.

Evidence coverage

Coverage means availability, not strength.
RESEARCHER DECISION SURFACE
Select CandidateDecisionPrioritySystem priorityEvolutionStructureReverse screeningGeometryBoltzBiologyCoverageNext action
Load a project to inspect candidates.
Legacy Candidate Pool remains available below for compatibility; its historical score fields are not the V1 decision surface.
Evidence Matrix · Candidate Comparison · Candidate Report · Candidate Package · Project Report · Project Package
Candidate Center: Observe → Select → Assign Tier → Export. Tier is a researcher decision; it is not an activity score.
Total Candidates
0
All tiers
T1 · Researcher Tier
0
Researcher-assigned importance
T2 · Researcher Tier
0
Researcher-assigned importance
T3 · Researcher Tier
0
Researcher-assigned importance
Filter: 0 Candidates
0 selected
☐ Gene ID ⇅ Annotation ⇅ Tier Mining ⇅ Docking ⇅ Boltz-2 ⇅ DAP Network ⇅ Perturb ρ ⇅ Legacy ▼ Actions
📋
No candidates in pool
Add genes from Gene Mining or Species Detail to begin evaluation

📐 Priority Scoring Rules

▼
1
Tier 1 (Researcher-assigned priority) — A researcher-defined selection label for follow-up planning. It is not predicted activity, validated function, or a platform score.
2
Tier 2 (Medium) — 2+ scoring dimensions available. Moderate evidence. Suitable for follow-up computational analysis.
3
Tier 3 (Exploratory) — Single dimension or preliminary data. Requires additional data acquisition.
Legacy integrated score is retained for compatibility with historical candidate-pool views only. It is not the V1 Candidate Center source of truth and must not be interpreted as activity probability or functional confidence.
DAP Evidence: +10 bonus if GmTCP14 promoter peaks detected (DAP-seq data).
Network Score: Scaled 0–10 from co-expression network connectivity (shared genes across tissues).
RESULTS / EVIDENCE EXPLORER

Results

Select a candidate from Candidate Center to inspect evidence, provenance, and report-ready outputs.

No candidate selectedChoose a candidate in Candidate Center to open its identity, current evidence, tasks, and provenance.
EVIDENCE AXIS

Biological Context

Dataset-supported expression and pathway coupling for the current project.

Biological context unavailableOpen a project with a registered biological dataset to inspect pathway coupling.
CandidateExpression readinessTarget pathwaySpearman rhoBiological rankProvenance
No biological evidence loaded.

Literature Assistant

Search UGT-related literature with PubMed, summarize with DeepSeek AI.

DeepSeek Summary

AI summarization of search results. Requires DeepSeek API Key (configure in Settings).

BOLTZ-2 COMPLEX ANALYSIS

Protein–ligand structure and native model outputs

Checking environment…
Affinity fields are shown only when emitted by the installed Boltz-2 version.
⚡
Active

New Task

Select UGT targets from Candidate Pool or type manually
Advanced Options
Estimated: — jobs AI interface ready — connect backend to execute

Submitted Tasks (AI Jobs)

Task IDTypeTargetsSubstratesStatusCreatedResult
No AI tasks submitted yet
🧬

Analysis Parameters

🧬 Active

Control Panel

Not selected
STRUCTURE STUDIO

Candidate structure context

Context-aware structural evidence for the selected candidate.

Select a candidate
No candidate selectedOpen Structure Studio from a candidate to load its project context automatically.
RF2 STRUCTURE PREDICTION

Persistent sequence-to-structure analysis

Checking environment…
Jobs run in isolated workspaces and never report success without a parseable structure.
🧬 Phase 8.3

Layer Manager

No models loaded. Load a PDB file to add layers.

Structure Inputs

Two-helix bundle (50 residues)

No file selected




🔬 Initializing viewer...
🧬
3D Structure Viewer
Load a PDB file to begin visualization
File: — | Atoms: 0 | Chains: —

Structure Evidence

Load a structure to see evidence summary.

Mutation Mapping

No mutation data. Send from FoldX / Engineering page.

Selection Inspector

Load a structure to inspect residues and ligands.
Distance Measurement
No measurements. Click "Manual Measure" to begin.

🔮

Single Sequence Prediction

Paste a single FASTA sequence or upload a .fasta file. RoseTTAFold2 will generate a 3D structure model.

RoseTTAFold2 · ~2-5 min per sequence

Batch Prediction — Candidate Pool

Select genes from Candidate Pool for batch structure prediction. All results will be linked back to candidate scores.

0 selected
Candidate Pool is empty. Add genes from Species Portal first.

Prediction Results

No predictions yet
Gene IDSpeciesStatuspLDDTMethodCreatedAction
Submit a prediction job to see results.

Charts / Visualizations Live

Live Confirmatory26 chart manifest, SVG exports, TSV source tables, and publication-ready assets.

Loading live chart manifest…
🤖

UGT Research Agent

Ask about UGT sequences, docking results, species data, or let me help synthesize your research findings.

Quick Commands

Phase 7 — Evidence Explanation NEW

JOB CENTER · REAL QUEUE · FORMAL PROTECTED

Job Queue — 0 Jobs

Filter durable jobs by status, tool, project, or candidate. Formal queues are read-only here: no delete, reset, rerun-all, or recreate controls.

Gold locked
Job IDTypeStatusProgressProjectCandidateCreatedDurationAction
No jobs yet. Submit a docking or mining job to see results here.
Page 1
FORMAL · BLIND · GOLD LOCKED

EvaluationRun Monitor

Live read-only status for UGTLD R2.1 Confirmatory26. No reset, delete, rerun, recreate, or Gold access controls are exposed here.

Open this page to load formal run observability.

Settings & Configuration

DeepSeek API Key

Enter your DeepSeek API key manually. The key is stored only on the backend server — never in browser localStorage, logs, or URL parameters.

Checking status...

API Endpoints

Service Status

Core APINot tested
Data APINot tested
AI APINot tested

Ligand Conversion Tools

Tools required for custom ligand conversion (SMILES to 3D, format conversion).

Checking...

Toolchain Health

Live status of the backend toolchain (structure prediction, docking, ligand conversion, parametrization). States are probed at runtime and cached 60s server-side.

Checking toolchain…

Platform Info

UGTLD v3 — UGT Lab for Discovery Sichuan Agricultural University · Plant Biochemistry Lab Build: 2026-09 · Version: 0.9.0-private-beta-rc3 Core: checking... · Data: checking...

Data Management

Research Package Scientific dossier

The final traceable research output: context, candidates, evidence, integrated priority, decisions, charts, report, and provenance.

PROJECT OUTPUT · TRACEABLE · RE-ENTRY READY

Research Package

Open a project to view its research packageNothing is generated or loaded without an active project.

Project reports 0

Open a project to view reportsReports are project-specific research outputs.
Advanced report and figure-generation tools

Generate candidate report

Produces Markdown, HTML, and JSON with candidate context and evidence summary.

Generate figure package Phase 8.2

Generate structure, residue, docking-complex, and evidence-summary assets for reports or figures.
Jobs 0
No active jobs