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Dynamics, free energy and enhanced sampling · Enhanced sampling and free energy

Targeted molecular dynamics

Apply progressive restraints between known start and target structures to generate candidate transition paths and locate possible structural bottlenecks.

Discuss your research question
Original scientific visual for Targeted molecular dynamics
01
OVERVIEW

What Targeted molecular dynamics is designed to address

Targeted molecular dynamics is not a one-score software run. It is a reviewable analysis path organised around “Which ordered structural changes may connect two known conformations?”, beginning with input quality, comparators and intended use of evidence before selecting an appropriate methodological level.

The work centres on End-state alignment and restraint-region selection, Multiple targeted simulations, Path clustering and contact-change analysis and links Start and target structures, Regions to preserve or release, Functional-state and experimental clues directly to Candidate transition paths, Key structural events, Starting points for unbiased or enhanced sampling. Reporting separates supporting evidence, conflicting signals, parameter dependence and conditions for follow-up validation.

Which ordered structural changes may connect two known conformations?

Suitable research settings

  • Projects that need to answer “Which ordered structural changes may connect two known conformations?”
  • Studies requiring consistent comparison and quality control across End-state alignment and restraint-region selection and Multiple targeted simulations
  • Teams that need Candidate transition paths, Key structural events, Starting points for unbiased or enhanced sampling with complete reproduction records
02
SERVICE SCOPE

Analyses included in the service

End-state alignment and restraint-region selection

Apply End-state alignment and restraint-region selection to start and target structures and produce candidate transition paths. First confirm that start and target structures can support the downstream analysis.

Multiple targeted simulations

Apply Multiple targeted simulations to regions to preserve or release and produce key structural events. Use consistent systems, conditions and naming across adjacent steps so comparisons remain reviewable.

Path clustering and contact-change analysis

Apply Path clustering and contact-change analysis to functional-state and experimental clues and produce starting points for unbiased or enhanced sampling. Use consistent systems, conditions and naming across adjacent steps so comparisons remain reviewable.

03
METHOD SELECTION

Select the methodological level for the question

MethodBest suited toWatch for
End-state alignment and restraint-region selectionEstablishing the input baseline and initial search space for Targeted molecular dynamicsErrors in Targeted molecular dynamics input state, structure or data definition propagate through later steps
Multiple targeted simulationsComparing candidate states, features or mechanisms in Targeted molecular dynamics to form prioritiesTargeted molecular dynamics comparisons require consistent conditions; raw scores are not experimental measurements
Path clustering and contact-change analysisReviewing key Targeted molecular dynamics results, interpreting differences and recording uncertaintyApplied restraints bias the pathway; targeted trajectories do not establish the natural mechanism, timescale or minimum-free-energy path.
04
WORKFLOW

From question definition to reproducible delivery

  1. Frame the research question

    Use “Which ordered structural changes may connect two known conformations?” to define comparators, decision use, experimental context and the strength of evidence the computation can support.

  2. Review and curate inputs

    Review Start and target structures, Regions to preserve or release, Functional-state and experimental clues; resolve structure, naming, unit, batch or microstate issues and record any remaining assumptions.

  3. Design methods and controls

    Combine End-state alignment and restraint-region selection, Multiple targeted simulations, Path clustering and contact-change analysis with controls, replicates, sensitivity checks or independent evidence, defining decision criteria before computation.

  4. Compute with quality control

    Run Targeted molecular dynamics, including End-state alignment and restraint-region selection, in a reproducible environment; retain inputs, versions, parameters, logs and intermediate outputs, and flag convergence, sampling, data-quality and applicability issues.

  5. Interpret and deliver

    Organise Candidate transition paths, Key structural events, Starting points for unbiased or enhanced sampling while separating direct observations, model inference and working hypotheses, then prioritise experiments or follow-up computation.

05
INPUTS & DELIVERABLES

What is needed and what is delivered

Inputs

  • Start and target structures
  • Regions to preserve or release
  • Functional-state and experimental clues

Optional supporting inputs

  • Known positive, negative or reference systems for basic expectation checks in Targeted molecular dynamics
  • Replicate experiments, external databases or literature evidence relevant to Targeted molecular dynamics
  • Timing, compute, software-compatibility or delivery-format constraints for Targeted molecular dynamics

Deliverables

  • Candidate transition paths
  • Key structural events
  • Starting points for unbiased or enhanced sampling
06
QUALITY CONTROL

Quality control and interpretation limits

How results are reviewed

  • Targeted molecular dynamics: Audit starting structures, protonation, parameters and level of theory
  • Targeted molecular dynamics: Check equilibration, energetics, geometry and numerical stability
  • Targeted molecular dynamics: Assess replicates, convergence and sensitivity to key parameters
  • Targeted molecular dynamics: Compare model estimates with experiments or higher-level methods when available

Boundaries that remain

  • Applied restraints bias the pathway; targeted trajectories do not establish the natural mechanism, timescale or minimum-free-energy path.
  • Targeted molecular dynamics results apply only to the recorded inputs, parameters, models and sampling scope. Changes to input state, comparison conditions or project objectives may require new computation.
07
PROJECT PATTERNS

Common ways projects begin

From one system to comparable candidates

When start and target structures are available but decision criteria are inconsistent, establish baselines and controls, then use End-state alignment and restraint-region selection, Multiple targeted simulations, Path clustering and contact-change analysis to build candidate tiers and deliver candidate transition paths with a difference analysis.

Independent review of existing results

When results relevant to Targeted molecular dynamics conflict, revisit start and target structures and analytical assumptions around End-state alignment and restraint-region selection, then add replicates, sensitivity checks or alternative models to distinguish signal from method conditions.

08
FAQ

Questions before a project begins

What is required before Targeted molecular dynamics begins?

The minimum inputs are Start and target structures, Regions to preserve or release, Functional-state and experimental clues. If information is incomplete, an input audit identifies which gaps change method selection and which can be handled as explicit assumptions.

Can the result directly prove “Which ordered structural changes may connect two known conformations?”?

No single model output should be treated as experimental fact. Applied restraints bias the pathway; targeted trajectories do not establish the natural mechanism, timescale or minimum-free-energy path. Quality controls determine whether results support a priority or mechanism hypothesis; key conclusions still require appropriate experiments or independent data.

Which reusable files are delivered?

Typical delivery includes Candidate transition paths, Key structural events, Starting points for unbiased or enhanced sampling, together with input-curation records, key parameters, software and database versions, quality-control results, editable figures and limitations. Exact raw formats are confirmed in the project plan.

START WITH THE QUESTION

Describe your research question and we will evaluate the right computational path

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