Component

Human lipoyl amidotransferase / LIPT1

Human lipoyl amidotransferase / LIPT1. Species, exposure and limitations are retained in each linked claim.

7 recorded relationships. Experimental role, claim status and evidence remain attached to each record.

How nutrients influence it

Every nutrient with a recorded effect on this component, credited to the nutrient that acted rather than the chapter that recorded it. Open a nutrient to see the findings and the conditions they were measured under.

How nutrients reach it in more than one step

Chains of two or more recorded steps that end here, grouped by the nutrient they start from. Each step is a separate finding, so a chain is a route a mechanism could take, not proof that it does.

Tracing routes…

What it does

Every recorded relationship this component is part of, grouped by its role. Plain wording comes first; the technical statement follows.

Recorded relationships

What it acts on

  1. The LIPT1 case showed deficient PDH and OGDH E2 lipoylation with rescue by wild-type LIPT1.

    Experimental context and source evidence
    availability_state
    machinery_impairment Imported condition classification; unverified.
    evidence_span
    {"source_cache": "artifacts/ala-research/24256811.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "57599dd35c58b21d16f2a5955ea667ec8211ab129ee7d0b639b31f18f0976eb2", "start_char": 0, "end_char": 1749, "text_sha256": "57599dd35c58b21d16f2a5955ea667ec8211ab129ee7d0b639b31f18f0976eb2"}
    experimental_model
    Affected patient, biochemical testing and complementation
    exposure
    Compound-heterozygous LIPT1 variants
    limitations
    Single rare inherited case; enzyme deficits are not interchangeable with nutritional deficiency.
    nutrient_topic
    Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. · Lipoic acid
    organism
    Human
    plain_language
    The cofactor was not reaching the dehydrogenase machinery.
    primary_references
    [ala-p24256811] Mutations in the lipoyltransferase LIPT1 gene cause a fatal disease associated with a specific lipoylation defect of the 2-ketoacid dehydrogenase complexes. (2014). https://pubmed.ncbi.nlm.nih.gov/24256811/ DOI: 10.1093/hmg/ddt585
    tissue_or_cell_type
    Patient-derived cells
    trigger_kind
    machinery_impairment Imported condition classification; unverified.

    Alpha-lipoic acid: cofactor assembly, redox signaling and nutrient interactions (2026-09-17) · lines 455–466

    AI-assisted literature curation; primary study URLs and scope retained in the document and extraction. Not publisher full text. · supports · Affected patient, biochemical testing and complementation · source_derived_draft · unverified_draft

    ### ala-lipt1-e2-loss The LIPT1 case showed deficient PDH and OGDH E2 lipoylation with rescue by wild-type LIPT1. Condition category: machinery_impairment nutrient_topic: Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. plain_language: The cofactor was not reaching the dehydrogenase machinery. organism: Human tissue_or_cell_type: Patient-derived cells experimental_model: Affected patient, biochemical testing and complementation limitations: Single rare inherited case; enzyme deficits are not interchangeable with nutritional deficiency. exposure: Compound-heterozygous LIPT1 variants evidence_span: {"source_cache": "artifacts/ala-research/24256811.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "57599dd35c58b21d16f2a5955ea667ec8211ab129ee7d0b639b31f18f0976eb2", "start_char": 0, "end_char": 1749, "text_sha256": "57599dd35c58b21d16f2a5955ea667ec8211ab129ee7d0b639b31f18f0976eb2"} [ala-p24256811] Mutations in the lipoyltransferase LIPT1 gene cause a fatal disease associated with a specific lipoylation defect of the 2-ketoacid dehydrogenase complexes. (2014). https://pubmed.ncbi.nlm.nih.gov/24256811/ DOI: 10.1093/hmg/ddt585
    Complete structured claim and evidence
  2. Reconstituted LIPT1 transfers the lipoyl group from GCSH to dehydrogenase E2 lipoyl domains.

    Experimental context and source evidence
    evidence_span
    {"source_cache": "artifacts/ala-research/29987032.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "3fc07be493a0d6e22ea55c9509cb2d727180f5921d588a52d2d9300a25aa49a2", "start_char": 0, "end_char": 989, "text_sha256": "3fc07be493a0d6e22ea55c9509cb2d727180f5921d588a52d2d9300a25aa49a2"}
    experimental_model
    Purified enzymes and bacterial pathway reconstruction
    exposure
    Recombinant proteins and radiolabeled substrates
    limitations
    Human and mouse constructs must not be conflated. Recombinant reconstruction establishes chemistry, not supplementation efficacy.
    nutrient_topic
    Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. · Lipoic acid
    organism
    Human proteins; mouse Lipt2 in purified transfer assays; E. coli host
    plain_language
    GCSH carries the cofactor before LIPT1 passes it to energy-processing enzymes.
    primary_references
    [ala-p29987032] Protein moonlighting elucidates the essential human pathway catalyzing lipoic acid assembly on its cognate enzymes. (2018). https://pubmed.ncbi.nlm.nih.gov/29987032/ DOI: 10.1073/pnas.1805862115
    tissue_or_cell_type
    Lipoyl assembly pathway

    Alpha-lipoic acid: cofactor assembly, redox signaling and nutrient interactions (2026-09-17) · lines 208–219

    AI-assisted literature curation; primary study URLs and scope retained in the document and extraction. Not publisher full text. · supports · Purified enzymes and bacterial pathway reconstruction · source_derived_draft · unverified_draft

    ### ala-lipt1-gcsh-transfer Reconstituted LIPT1 transfers the lipoyl group from GCSH to dehydrogenase E2 lipoyl domains. Condition category: normal nutrient_topic: Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. plain_language: GCSH carries the cofactor before LIPT1 passes it to energy-processing enzymes. organism: Human proteins; mouse Lipt2 in purified transfer assays; E. coli host tissue_or_cell_type: Lipoyl assembly pathway experimental_model: Purified enzymes and bacterial pathway reconstruction limitations: Human and mouse constructs must not be conflated. Recombinant reconstruction establishes chemistry, not supplementation efficacy. exposure: Recombinant proteins and radiolabeled substrates evidence_span: {"source_cache": "artifacts/ala-research/29987032.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "3fc07be493a0d6e22ea55c9509cb2d727180f5921d588a52d2d9300a25aa49a2", "start_char": 0, "end_char": 989, "text_sha256": "3fc07be493a0d6e22ea55c9509cb2d727180f5921d588a52d2d9300a25aa49a2"} [ala-p29987032] Protein moonlighting elucidates the essential human pathway catalyzing lipoic acid assembly on its cognate enzymes. (2018). https://pubmed.ncbi.nlm.nih.gov/29987032/ DOI: 10.1073/pnas.1805862115
    Complete structured claim and evidence
  3. Despite LIPT1 deficiency, H-protein lipoylation, glycine-cleavage activity and glycine concentrations were normal in this case.

    Experimental context and source evidence
    availability_state
    machinery_impairment Imported condition classification; unverified.
    evidence_span
    {"source_cache": "artifacts/ala-research/24256811.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "57599dd35c58b21d16f2a5955ea667ec8211ab129ee7d0b639b31f18f0976eb2", "start_char": 0, "end_char": 1749, "text_sha256": "57599dd35c58b21d16f2a5955ea667ec8211ab129ee7d0b639b31f18f0976eb2"}
    experimental_model
    Affected patient, biochemical testing and complementation
    exposure
    Compound-heterozygous LIPT1 variants
    limitations
    Single rare inherited case; enzyme deficits are not interchangeable with nutritional deficiency.
    nutrient_topic
    Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. · Lipoic acid
    organism
    Human
    plain_language
    The glycine pathway can keep working when a later transfer step fails.
    primary_references
    [ala-p24256811] Mutations in the lipoyltransferase LIPT1 gene cause a fatal disease associated with a specific lipoylation defect of the 2-ketoacid dehydrogenase complexes. (2014). https://pubmed.ncbi.nlm.nih.gov/24256811/ DOI: 10.1093/hmg/ddt585
    tissue_or_cell_type
    Patient-derived cells
    trigger_kind
    machinery_impairment Imported condition classification; unverified.

    Alpha-lipoic acid: cofactor assembly, redox signaling and nutrient interactions (2026-09-17) · lines 468–479

    AI-assisted literature curation; primary study URLs and scope retained in the document and extraction. Not publisher full text. · supports · Affected patient, biochemical testing and complementation · source_derived_draft · unverified_draft

    ### ala-lipt1-glycine-spared Despite LIPT1 deficiency, H-protein lipoylation, glycine-cleavage activity and glycine concentrations were normal in this case. Condition category: machinery_impairment nutrient_topic: Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. plain_language: The glycine pathway can keep working when a later transfer step fails. organism: Human tissue_or_cell_type: Patient-derived cells experimental_model: Affected patient, biochemical testing and complementation limitations: Single rare inherited case; enzyme deficits are not interchangeable with nutritional deficiency. exposure: Compound-heterozygous LIPT1 variants evidence_span: {"source_cache": "artifacts/ala-research/24256811.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "57599dd35c58b21d16f2a5955ea667ec8211ab129ee7d0b639b31f18f0976eb2", "start_char": 0, "end_char": 1749, "text_sha256": "57599dd35c58b21d16f2a5955ea667ec8211ab129ee7d0b639b31f18f0976eb2"} [ala-p24256811] Mutations in the lipoyltransferase LIPT1 gene cause a fatal disease associated with a specific lipoylation defect of the 2-ketoacid dehydrogenase complexes. (2014). https://pubmed.ncbi.nlm.nih.gov/24256811/ DOI: 10.1093/hmg/ddt585
    Complete structured claim and evidence

Where it participates (unsigned role)

  1. In those LIPT1-deficient fibroblasts, PDH activity increased only moderately, OGDH showed no increase, and the leucine-flux assay showed no BCKDH rescue.

    Lipoic acid → Human pyruvate dehydrogenase complex source_derived_draftungraded
    Experimental context and source evidence
    availability_state
    machinery_impairment Imported condition classification; unverified.
    evidence_span
    {"source_cache": "artifacts/ala-research/24341803.fulltext.txt", "locator": "Exact primary full-text span; zero-based, end-exclusive Unicode character offsets", "file_sha256": "44f3fc89f065e58c1deb82f02c93a3654504f002fbc051d00a7703d3fbe6764b", "start_char": 19977, "end_char": 20689, "text_sha256": "3a495a2251965512793b341794c86b5caedc8525754344b8bba51281e7802a79"}
    experimental_model
    LIPT1 patient fibroblasts with supplementation and genetic complementation
    exposure
    Lipoic acid 10 or 100 micromolar for three weeks
    limitations
    Partial biochemical changes do not establish restored lipoylation or clinical efficacy. Historical pathway speculation is not imported as current enzymology.
    nutrient_topic
    Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. · Lipoic acid
    organism
    Human
    plain_language
    A lower lactate measurement did not mean all affected enzyme systems were repaired.
    primary_references
    [ala-p24341803] Mutations in human lipoyltransferase gene LIPT1 cause a Leigh disease with secondary deficiency for pyruvate and alpha-ketoglutarate dehydrogenase. (2013). https://pubmed.ncbi.nlm.nih.gov/24341803/ DOI: 10.1186/1750-1172-8-192
    tissue_or_cell_type
    Patient and control fibroblasts
    trigger_kind
    machinery_impairment Imported condition classification; unverified.

    Alpha-lipoic acid: cofactor assembly, redox signaling and nutrient interactions (2026-09-17) · lines 494–505

    AI-assisted literature curation; primary study URLs and scope retained in the document and extraction. Not publisher full text. · supports · LIPT1 patient fibroblasts with supplementation and genetic complementation · source_derived_draft · unverified_draft

    ### ala-lipt1-enzyme-partial-response In those LIPT1-deficient fibroblasts, PDH activity increased only moderately, OGDH showed no increase, and the leucine-flux assay showed no BCKDH rescue. Condition category: machinery_impairment nutrient_topic: Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. plain_language: A lower lactate measurement did not mean all affected enzyme systems were repaired. organism: Human tissue_or_cell_type: Patient and control fibroblasts experimental_model: LIPT1 patient fibroblasts with supplementation and genetic complementation limitations: Partial biochemical changes do not establish restored lipoylation or clinical efficacy. Historical pathway speculation is not imported as current enzymology. exposure: Lipoic acid 10 or 100 micromolar for three weeks evidence_span: {"source_cache": "artifacts/ala-research/24341803.fulltext.txt", "locator": "Exact primary full-text span; zero-based, end-exclusive Unicode character offsets", "file_sha256": "44f3fc89f065e58c1deb82f02c93a3654504f002fbc051d00a7703d3fbe6764b", "start_char": 19977, "end_char": 20689, "text_sha256": "3a495a2251965512793b341794c86b5caedc8525754344b8bba51281e7802a79"} [ala-p24341803] Mutations in human lipoyltransferase gene LIPT1 cause a Leigh disease with secondary deficiency for pyruvate and alpha-ketoglutarate dehydrogenase. (2013). https://pubmed.ncbi.nlm.nih.gov/24341803/ DOI: 10.1186/1750-1172-8-192
    Complete structured claim and evidence
  2. Lipoic-acid exposure lowered lactate release from the studied LIPT1-deficient fibroblasts, while control-cell lactate increased.

    Lipoic acid → Fibroblast lactate release source_derived_draftungraded
    Experimental context and source evidence
    availability_state
    machinery_impairment Imported condition classification; unverified.
    evidence_span
    {"source_cache": "artifacts/ala-research/24341803.fulltext.txt", "locator": "Exact primary full-text span; zero-based, end-exclusive Unicode character offsets", "file_sha256": "44f3fc89f065e58c1deb82f02c93a3654504f002fbc051d00a7703d3fbe6764b", "start_char": 19977, "end_char": 20689, "text_sha256": "3a495a2251965512793b341794c86b5caedc8525754344b8bba51281e7802a79"}
    experimental_model
    LIPT1 patient fibroblasts with supplementation and genetic complementation
    exposure
    Lipoic acid 10 or 100 micromolar for three weeks
    limitations
    Partial biochemical changes do not establish restored lipoylation or clinical efficacy. Historical pathway speculation is not imported as current enzymology.
    nutrient_topic
    Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. · Lipoic acid
    organism
    Human
    plain_language
    The same exposure changed this marker in opposite directions depending on the cells.
    primary_references
    [ala-p24341803] Mutations in human lipoyltransferase gene LIPT1 cause a Leigh disease with secondary deficiency for pyruvate and alpha-ketoglutarate dehydrogenase. (2013). https://pubmed.ncbi.nlm.nih.gov/24341803/ DOI: 10.1186/1750-1172-8-192
    tissue_or_cell_type
    Patient and control fibroblasts
    trigger_kind
    machinery_impairment Imported condition classification; unverified.

    Alpha-lipoic acid: cofactor assembly, redox signaling and nutrient interactions (2026-09-17) · lines 481–492

    AI-assisted literature curation; primary study URLs and scope retained in the document and extraction. Not publisher full text. · supports · LIPT1 patient fibroblasts with supplementation and genetic complementation · source_derived_draft · unverified_draft

    ### ala-lipt1-lactate-partial-response Lipoic-acid exposure lowered lactate release from the studied LIPT1-deficient fibroblasts, while control-cell lactate increased. Condition category: machinery_impairment nutrient_topic: Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. plain_language: The same exposure changed this marker in opposite directions depending on the cells. organism: Human tissue_or_cell_type: Patient and control fibroblasts experimental_model: LIPT1 patient fibroblasts with supplementation and genetic complementation limitations: Partial biochemical changes do not establish restored lipoylation or clinical efficacy. Historical pathway speculation is not imported as current enzymology. exposure: Lipoic acid 10 or 100 micromolar for three weeks evidence_span: {"source_cache": "artifacts/ala-research/24341803.fulltext.txt", "locator": "Exact primary full-text span; zero-based, end-exclusive Unicode character offsets", "file_sha256": "44f3fc89f065e58c1deb82f02c93a3654504f002fbc051d00a7703d3fbe6764b", "start_char": 19977, "end_char": 20689, "text_sha256": "3a495a2251965512793b341794c86b5caedc8525754344b8bba51281e7802a79"} [ala-p24341803] Mutations in human lipoyltransferase gene LIPT1 cause a Leigh disease with secondary deficiency for pyruvate and alpha-ketoglutarate dehydrogenase. (2013). https://pubmed.ncbi.nlm.nih.gov/24341803/ DOI: 10.1186/1750-1172-8-192
    Complete structured claim and evidence
  3. Engineered LplA restored cellular respiration and growth in low glucose in lipoylation-null cells, including a K562 model of a patient LIPT1 allele.

    Experimental context and source evidence
    availability_state
    machinery_impairment Imported condition classification; unverified.
    evidence_span
    {"source_cache": "artifacts/ala-research/39547509.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "c914532ce06cd71fa946c3aa27935a85d94827215c74ae076a0eebb80ebb45bd", "start_char": 0, "end_char": 1884, "text_sha256": "c914532ce06cd71fa946c3aa27935a85d94827215c74ae076a0eebb80ebb45bd"}
    experimental_model
    Engineered bacterial ligase in human knockout cells and a modeled patient allele
    exposure
    Mitochondrially targeted engineered LplA expression
    limitations
    Experimental genetic engineering, not ordinary supplementation and not a treated-patient efficacy trial.
    nutrient_topic
    Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. · Lipoic acid
    organism
    Human cells with bacterial enzyme engineering
    plain_language
    The engineered bypass improved measured cellular function, not just a cofactor stain.
    primary_references
    [ala-p39547509] Engineered bacterial lipoate protein ligase A (lplA) restores lipoylation in cell models of lipoylation deficiency. (2024). https://pubmed.ncbi.nlm.nih.gov/39547509/ DOI: 10.1016/j.jbc.2024.107995
    tissue_or_cell_type
    Lipoylation-null cell models and K562 cells
    trigger_kind
    machinery_impairment Imported condition classification; unverified.

    Alpha-lipoic acid: cofactor assembly, redox signaling and nutrient interactions (2026-09-17) · lines 572–583

    AI-assisted literature curation; primary study URLs and scope retained in the document and extraction. Not publisher full text. · supports · Engineered bacterial ligase in human knockout cells and a modeled patient allele · source_derived_draft · unverified_draft

    ### ala-lpla-functional-rescue Engineered LplA restored cellular respiration and growth in low glucose in lipoylation-null cells, including a K562 model of a patient LIPT1 allele. Condition category: machinery_impairment nutrient_topic: Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. plain_language: The engineered bypass improved measured cellular function, not just a cofactor stain. organism: Human cells with bacterial enzyme engineering tissue_or_cell_type: Lipoylation-null cell models and K562 cells experimental_model: Engineered bacterial ligase in human knockout cells and a modeled patient allele limitations: Experimental genetic engineering, not ordinary supplementation and not a treated-patient efficacy trial. exposure: Mitochondrially targeted engineered LplA expression evidence_span: {"source_cache": "artifacts/ala-research/39547509.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "c914532ce06cd71fa946c3aa27935a85d94827215c74ae076a0eebb80ebb45bd", "start_char": 0, "end_char": 1884, "text_sha256": "c914532ce06cd71fa946c3aa27935a85d94827215c74ae076a0eebb80ebb45bd"} [ala-p39547509] Engineered bacterial lipoate protein ligase A (lplA) restores lipoylation in cell models of lipoylation deficiency. (2024). https://pubmed.ncbi.nlm.nih.gov/39547509/ DOI: 10.1016/j.jbc.2024.107995
    Complete structured claim and evidence
  4. Engineered LplA restored lipoylation in MECR-, BOLA3-, FDX1-, LIAS- and LIPT1-knockout cell models.

    Experimental context and source evidence
    availability_state
    machinery_impairment Imported condition classification; unverified.
    evidence_span
    {"source_cache": "artifacts/ala-research/39547509.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "c914532ce06cd71fa946c3aa27935a85d94827215c74ae076a0eebb80ebb45bd", "start_char": 0, "end_char": 1884, "text_sha256": "c914532ce06cd71fa946c3aa27935a85d94827215c74ae076a0eebb80ebb45bd"}
    experimental_model
    Engineered bacterial ligase in human knockout cells and a modeled patient allele
    exposure
    Mitochondrially targeted engineered LplA expression
    limitations
    Experimental genetic engineering, not ordinary supplementation and not a treated-patient efficacy trial.
    nutrient_topic
    Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. · Lipoic acid
    organism
    Human cells with bacterial enzyme engineering
    plain_language
    Adding a new enzyme created a route that free supplementation alone did not supply.
    primary_references
    [ala-p39547509] Engineered bacterial lipoate protein ligase A (lplA) restores lipoylation in cell models of lipoylation deficiency. (2024). https://pubmed.ncbi.nlm.nih.gov/39547509/ DOI: 10.1016/j.jbc.2024.107995
    tissue_or_cell_type
    Lipoylation-null cell models and K562 cells
    trigger_kind
    machinery_impairment Imported condition classification; unverified.

    Alpha-lipoic acid: cofactor assembly, redox signaling and nutrient interactions (2026-09-17) · lines 559–570

    AI-assisted literature curation; primary study URLs and scope retained in the document and extraction. Not publisher full text. · supports · Engineered bacterial ligase in human knockout cells and a modeled patient allele · source_derived_draft · unverified_draft

    ### ala-lpla-lipoylation-rescue Engineered LplA restored lipoylation in MECR-, BOLA3-, FDX1-, LIAS- and LIPT1-knockout cell models. Condition category: machinery_impairment nutrient_topic: Alpha-lipoic acid research collection; topical membership is not evidence of a direct dietary effect. plain_language: Adding a new enzyme created a route that free supplementation alone did not supply. organism: Human cells with bacterial enzyme engineering tissue_or_cell_type: Lipoylation-null cell models and K562 cells experimental_model: Engineered bacterial ligase in human knockout cells and a modeled patient allele limitations: Experimental genetic engineering, not ordinary supplementation and not a treated-patient efficacy trial. exposure: Mitochondrially targeted engineered LplA expression evidence_span: {"source_cache": "artifacts/ala-research/39547509.abstract.txt", "locator": "Exact primary indexed abstract; zero-based, end-exclusive Unicode character offsets", "file_sha256": "c914532ce06cd71fa946c3aa27935a85d94827215c74ae076a0eebb80ebb45bd", "start_char": 0, "end_char": 1884, "text_sha256": "c914532ce06cd71fa946c3aa27935a85d94827215c74ae076a0eebb80ebb45bd"} [ala-p39547509] Engineered bacterial lipoate protein ligase A (lplA) restores lipoylation in cell models of lipoylation deficiency. (2024). https://pubmed.ncbi.nlm.nih.gov/39547509/ DOI: 10.1016/j.jbc.2024.107995
    Complete structured claim and evidence

In the sources

Preserved passages that mention this component, quoted exactly. Open one to read it in context.

    This is a research prototype built from draft material. It is not medical advice, and its statements still await verification against the original studies.

    Evidence, AI assistance and curation standards