Plant cell wall enzymatic hydrolysis: Predicting yield dynamics from autofluorescence and morphological temporal changes Article Swipe
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.1016/j.biortech.2025.133642
Enzymatic hydrolysis of plant cell walls into fermentable sugars is a critical step in biotechnological conversion, yet efficiency is limited by cell wall recalcitrance. Predicting conversion yields of cell wall-derived sugars during hydrolysis is challenging due to the complex underlying mechanisms and the labor-intensive nature of conventional methods. This study introduces an innovative pipeline that accurately quantifies cell wall autofluorescence intensity and morphological descriptors during enzymatic hydrolysis. The pipeline incorporates a novel adaptive drift compensation strategy that dynamically adjusts to the progression and extent of deconstruction, ensuring robust analysis. Applied to time-lapse images of spruce wood enzymatic deconstruction, the pipeline revealed strong negative correlations between conversion yields during hydrolysis and both the dynamics of cell wall autofluorescence intensity and morphological descriptors. Phase-specific analysis uncovered distinct correlation patterns dependent on hydrolysis stage and sugar type. This nondestructive pipeline eliminates the need for extensive sampling and time-consuming chemical assays, establishing plant cell wall autofluorescence and morphological descriptors as accurate predictive real-time biomarkers of dynamics of sugar conversion yields. The findings provide a framework for accelerating the development of optimized biotechnological conversion processes.
Related Topics
- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.1016/j.biortech.2025.133642
- OA Status
- hybrid
- References
- 43
- OpenAlex ID
- https://openalex.org/W7105806582
Raw OpenAlex JSON
- OpenAlex ID
-
https://openalex.org/W7105806582Canonical identifier for this work in OpenAlex
- DOI
-
https://doi.org/10.1016/j.biortech.2025.133642Digital Object Identifier
- Title
-
Plant cell wall enzymatic hydrolysis: Predicting yield dynamics from autofluorescence and morphological temporal changesWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2025Year of publication
- Publication date
-
2025-11-16Full publication date if available
- Authors
-
Solmaz Hossein Khani, Khadidja Ould Amer, Fatemeh Shiasi Ghalemaleki, Maxime Corre, Noah Remy, Anouck Habrant, Berangère Lebas, Jafar Massah, Ali Faraj, Gabriel Paës, Yassin RefahiList of authors in order
- Landing page
-
https://doi.org/10.1016/j.biortech.2025.133642Publisher landing page
- Open access
-
YesWhether a free full text is available
- OA status
-
hybridOpen access status per OpenAlex
- OA URL
-
https://doi.org/10.1016/j.biortech.2025.133642Direct OA link when available
- Concepts
-
Autofluorescence, Cell wall, Hydrolysis, Chemistry, Pipeline (software), Sugar, Biological system, Enzymatic hydrolysis, Yield (engineering), Biochemistry, Biophysics, Lysis, Enzyme, Cell, Dynamics (music), Plant cell, Intensity (physics), Light intensityTop concepts (fields/topics) attached by OpenAlex
- Cited by
-
0Total citation count in OpenAlex
- References (count)
-
43Number of works referenced by this work
Full payload
| id | https://openalex.org/W7105806582 |
|---|---|
| doi | https://doi.org/10.1016/j.biortech.2025.133642 |
| ids.doi | https://doi.org/10.1016/j.biortech.2025.133642 |
| ids.pmid | https://pubmed.ncbi.nlm.nih.gov/41241243 |
| ids.openalex | https://openalex.org/W7105806582 |
| fwci | 0.0 |
| type | article |
| title | Plant cell wall enzymatic hydrolysis: Predicting yield dynamics from autofluorescence and morphological temporal changes |
| biblio.issue | |
| biblio.volume | 442 |
| biblio.last_page | 133642 |
| biblio.first_page | 133642 |
| topics[0].id | https://openalex.org/T10869 |
| topics[0].field.id | https://openalex.org/fields/11 |
| topics[0].field.display_name | Agricultural and Biological Sciences |
| topics[0].score | 0.49070289731025696 |
| topics[0].domain.id | https://openalex.org/domains/1 |
| topics[0].domain.display_name | Life Sciences |
| topics[0].subfield.id | https://openalex.org/subfields/1110 |
| topics[0].subfield.display_name | Plant Science |
| topics[0].display_name | Polysaccharides and Plant Cell Walls |
| topics[1].id | https://openalex.org/T11237 |
| topics[1].field.id | https://openalex.org/fields/13 |
| topics[1].field.display_name | Biochemistry, Genetics and Molecular Biology |
| topics[1].score | 0.2379496693611145 |
| topics[1].domain.id | https://openalex.org/domains/1 |
| topics[1].domain.display_name | Life Sciences |
| topics[1].subfield.id | https://openalex.org/subfields/1312 |
| topics[1].subfield.display_name | Molecular Biology |
| topics[1].display_name | Plant Gene Expression Analysis |
| topics[2].id | https://openalex.org/T10171 |
| topics[2].field.id | https://openalex.org/fields/22 |
| topics[2].field.display_name | Engineering |
| topics[2].score | 0.0640600249171257 |
| topics[2].domain.id | https://openalex.org/domains/3 |
| topics[2].domain.display_name | Physical Sciences |
| topics[2].subfield.id | https://openalex.org/subfields/2204 |
| topics[2].subfield.display_name | Biomedical Engineering |
| topics[2].display_name | Biofuel production and bioconversion |
| is_xpac | False |
| apc_list.value | 4740 |
| apc_list.currency | USD |
| apc_list.value_usd | 4740 |
| apc_paid.value | 4740 |
| apc_paid.currency | USD |
| apc_paid.value_usd | 4740 |
| concepts[0].id | https://openalex.org/C179687394 |
| concepts[0].level | 3 |
| concepts[0].score | 0.8719208240509033 |
| concepts[0].wikidata | https://www.wikidata.org/wiki/Q4826281 |
| concepts[0].display_name | Autofluorescence |
| concepts[1].id | https://openalex.org/C125235067 |
| concepts[1].level | 2 |
| concepts[1].score | 0.793807327747345 |
| concepts[1].wikidata | https://www.wikidata.org/wiki/Q128700 |
| concepts[1].display_name | Cell wall |
| concepts[2].id | https://openalex.org/C94412978 |
| concepts[2].level | 2 |
| concepts[2].score | 0.56978440284729 |
| concepts[2].wikidata | https://www.wikidata.org/wiki/Q103135 |
| concepts[2].display_name | Hydrolysis |
| concepts[3].id | https://openalex.org/C185592680 |
| concepts[3].level | 0 |
| concepts[3].score | 0.5631223917007446 |
| concepts[3].wikidata | https://www.wikidata.org/wiki/Q2329 |
| concepts[3].display_name | Chemistry |
| concepts[4].id | https://openalex.org/C43521106 |
| concepts[4].level | 2 |
| concepts[4].score | 0.5550880432128906 |
| concepts[4].wikidata | https://www.wikidata.org/wiki/Q2165493 |
| concepts[4].display_name | Pipeline (software) |
| concepts[5].id | https://openalex.org/C2777108408 |
| concepts[5].level | 2 |
| concepts[5].score | 0.5277156233787537 |
| concepts[5].wikidata | https://www.wikidata.org/wiki/Q11002 |
| concepts[5].display_name | Sugar |
| concepts[6].id | https://openalex.org/C186060115 |
| concepts[6].level | 1 |
| concepts[6].score | 0.5104798078536987 |
| concepts[6].wikidata | https://www.wikidata.org/wiki/Q30336093 |
| concepts[6].display_name | Biological system |
| concepts[7].id | https://openalex.org/C53270655 |
| concepts[7].level | 3 |
| concepts[7].score | 0.4592127501964569 |
| concepts[7].wikidata | https://www.wikidata.org/wiki/Q5381536 |
| concepts[7].display_name | Enzymatic hydrolysis |
| concepts[8].id | https://openalex.org/C134121241 |
| concepts[8].level | 2 |
| concepts[8].score | 0.43770188093185425 |
| concepts[8].wikidata | https://www.wikidata.org/wiki/Q899301 |
| concepts[8].display_name | Yield (engineering) |
| concepts[9].id | https://openalex.org/C55493867 |
| concepts[9].level | 1 |
| concepts[9].score | 0.3896191120147705 |
| concepts[9].wikidata | https://www.wikidata.org/wiki/Q7094 |
| concepts[9].display_name | Biochemistry |
| concepts[10].id | https://openalex.org/C12554922 |
| concepts[10].level | 1 |
| concepts[10].score | 0.3731057345867157 |
| concepts[10].wikidata | https://www.wikidata.org/wiki/Q7100 |
| concepts[10].display_name | Biophysics |
| concepts[11].id | https://openalex.org/C57409179 |
| concepts[11].level | 2 |
| concepts[11].score | 0.37264055013656616 |
| concepts[11].wikidata | https://www.wikidata.org/wiki/Q1218293 |
| concepts[11].display_name | Lysis |
| concepts[12].id | https://openalex.org/C181199279 |
| concepts[12].level | 2 |
| concepts[12].score | 0.3364924490451813 |
| concepts[12].wikidata | https://www.wikidata.org/wiki/Q8047 |
| concepts[12].display_name | Enzyme |
| concepts[13].id | https://openalex.org/C1491633281 |
| concepts[13].level | 2 |
| concepts[13].score | 0.3248157203197479 |
| concepts[13].wikidata | https://www.wikidata.org/wiki/Q7868 |
| concepts[13].display_name | Cell |
| concepts[14].id | https://openalex.org/C145912823 |
| concepts[14].level | 2 |
| concepts[14].score | 0.29791879653930664 |
| concepts[14].wikidata | https://www.wikidata.org/wiki/Q113558 |
| concepts[14].display_name | Dynamics (music) |
| concepts[15].id | https://openalex.org/C156203801 |
| concepts[15].level | 3 |
| concepts[15].score | 0.28177160024642944 |
| concepts[15].wikidata | https://www.wikidata.org/wiki/Q1056194 |
| concepts[15].display_name | Plant cell |
| concepts[16].id | https://openalex.org/C93038891 |
| concepts[16].level | 2 |
| concepts[16].score | 0.27277833223342896 |
| concepts[16].wikidata | https://www.wikidata.org/wiki/Q1061524 |
| concepts[16].display_name | Intensity (physics) |
| concepts[17].id | https://openalex.org/C3020368824 |
| concepts[17].level | 2 |
| concepts[17].score | 0.26777711510658264 |
| concepts[17].wikidata | https://www.wikidata.org/wiki/Q6546192 |
| concepts[17].display_name | Light intensity |
| keywords[0].id | https://openalex.org/keywords/autofluorescence |
| keywords[0].score | 0.8719208240509033 |
| keywords[0].display_name | Autofluorescence |
| keywords[1].id | https://openalex.org/keywords/cell-wall |
| keywords[1].score | 0.793807327747345 |
| keywords[1].display_name | Cell wall |
| keywords[2].id | https://openalex.org/keywords/hydrolysis |
| keywords[2].score | 0.56978440284729 |
| keywords[2].display_name | Hydrolysis |
| keywords[3].id | https://openalex.org/keywords/pipeline |
| keywords[3].score | 0.5550880432128906 |
| keywords[3].display_name | Pipeline (software) |
| keywords[4].id | https://openalex.org/keywords/sugar |
| keywords[4].score | 0.5277156233787537 |
| keywords[4].display_name | Sugar |
| keywords[5].id | https://openalex.org/keywords/enzymatic-hydrolysis |
| keywords[5].score | 0.4592127501964569 |
| keywords[5].display_name | Enzymatic hydrolysis |
| keywords[6].id | https://openalex.org/keywords/yield |
| keywords[6].score | 0.43770188093185425 |
| keywords[6].display_name | Yield (engineering) |
| language | en |
| locations[0].id | doi:10.1016/j.biortech.2025.133642 |
| locations[0].is_oa | True |
| locations[0].source.id | https://openalex.org/S21442059 |
| locations[0].source.issn | 0960-8524, 1873-2976 |
| locations[0].source.type | journal |
| locations[0].source.is_oa | False |
| locations[0].source.issn_l | 0960-8524 |
| locations[0].source.is_core | True |
| locations[0].source.is_in_doaj | False |
| locations[0].source.display_name | Bioresource Technology |
| locations[0].source.host_organization | https://openalex.org/P4310320990 |
| locations[0].source.host_organization_name | Elsevier BV |
| locations[0].source.host_organization_lineage | https://openalex.org/P4310320990 |
| locations[0].license | cc-by |
| locations[0].pdf_url | |
| locations[0].version | publishedVersion |
| locations[0].raw_type | journal-article |
| locations[0].license_id | https://openalex.org/licenses/cc-by |
| locations[0].is_accepted | True |
| locations[0].is_published | True |
| locations[0].raw_source_name | Bioresource Technology |
| locations[0].landing_page_url | https://doi.org/10.1016/j.biortech.2025.133642 |
| locations[1].id | pmid:41241243 |
| locations[1].is_oa | False |
| locations[1].source.id | https://openalex.org/S4306525036 |
| locations[1].source.issn | |
| locations[1].source.type | repository |
| locations[1].source.is_oa | False |
| locations[1].source.issn_l | |
| locations[1].source.is_core | False |
| locations[1].source.is_in_doaj | False |
| locations[1].source.display_name | PubMed |
| locations[1].source.host_organization | https://openalex.org/I1299303238 |
| locations[1].source.host_organization_name | National Institutes of Health |
| locations[1].source.host_organization_lineage | https://openalex.org/I1299303238 |
| locations[1].license | |
| locations[1].pdf_url | |
| locations[1].version | publishedVersion |
| locations[1].raw_type | |
| locations[1].license_id | |
| locations[1].is_accepted | True |
| locations[1].is_published | True |
| locations[1].raw_source_name | Bioresource technology |
| locations[1].landing_page_url | https://pubmed.ncbi.nlm.nih.gov/41241243 |
| indexed_in | crossref, pubmed |
| authorships[0].author.id | https://openalex.org/A5111148214 |
| authorships[0].author.orcid | https://orcid.org/0009-0004-2219-0148 |
| authorships[0].author.display_name | Solmaz Hossein Khani |
| authorships[0].author_position | first |
| authorships[0].raw_author_name | Solmaz Hossein Khani |
| authorships[0].is_corresponding | True |
| authorships[1].author.id | https://openalex.org/A2906602894 |
| authorships[1].author.orcid | |
| authorships[1].author.display_name | Khadidja Ould Amer |
| authorships[1].author_position | middle |
| authorships[1].raw_author_name | Khadidja Ould Amer |
| authorships[1].is_corresponding | False |
| authorships[2].author.id | https://openalex.org/A5119276096 |
| authorships[2].author.orcid | |
| authorships[2].author.display_name | Fatemeh Shiasi Ghalemaleki |
| authorships[2].author_position | middle |
| authorships[2].raw_author_name | Fatemeh Shiasi Ghalemaleki |
| authorships[2].is_corresponding | False |
| authorships[3].author.id | https://openalex.org/A2968547619 |
| authorships[3].author.orcid | |
| authorships[3].author.display_name | Maxime Corre |
| authorships[3].author_position | middle |
| authorships[3].raw_author_name | Maxime Corré |
| authorships[3].is_corresponding | False |
| authorships[4].author.id | https://openalex.org/A5113429308 |
| authorships[4].author.orcid | |
| authorships[4].author.display_name | Noah Remy |
| authorships[4].author_position | middle |
| authorships[4].raw_author_name | Noah Remy |
| authorships[4].is_corresponding | False |
| authorships[5].author.id | https://openalex.org/A2462554501 |
| authorships[5].author.orcid | |
| authorships[5].author.display_name | Anouck Habrant |
| authorships[5].author_position | middle |
| authorships[5].raw_author_name | Anouck Habrant |
| authorships[5].is_corresponding | False |
| authorships[6].author.id | https://openalex.org/A4280732321 |
| authorships[6].author.orcid | |
| authorships[6].author.display_name | Berangère Lebas |
| authorships[6].author_position | middle |
| authorships[6].raw_author_name | Berangère Lebas |
| authorships[6].is_corresponding | False |
| authorships[7].author.id | https://openalex.org/A1246006501 |
| authorships[7].author.orcid | https://orcid.org/0000-0001-9048-5942 |
| authorships[7].author.display_name | Jafar Massah |
| authorships[7].author_position | middle |
| authorships[7].raw_author_name | Jafar Massah |
| authorships[7].is_corresponding | False |
| authorships[8].author.id | https://openalex.org/A2167482745 |
| authorships[8].author.orcid | |
| authorships[8].author.display_name | Ali Faraj |
| authorships[8].author_position | middle |
| authorships[8].raw_author_name | Ali Faraj |
| authorships[8].is_corresponding | False |
| authorships[9].author.id | https://openalex.org/A2004559383 |
| authorships[9].author.orcid | https://orcid.org/0000-0003-0239-9716 |
| authorships[9].author.display_name | Gabriel Paës |
| authorships[9].author_position | middle |
| authorships[9].raw_author_name | Gabriel Paës |
| authorships[9].is_corresponding | False |
| authorships[10].author.id | https://openalex.org/A16214300 |
| authorships[10].author.orcid | https://orcid.org/0000-0001-6136-608X |
| authorships[10].author.display_name | Yassin Refahi |
| authorships[10].author_position | last |
| authorships[10].raw_author_name | Yassin Refahi |
| authorships[10].is_corresponding | False |
| has_content.pdf | False |
| has_content.grobid_xml | False |
| is_paratext | False |
| open_access.is_oa | True |
| open_access.oa_url | https://doi.org/10.1016/j.biortech.2025.133642 |
| open_access.oa_status | hybrid |
| open_access.any_repository_has_fulltext | False |
| created_date | 2025-11-16T00:00:00 |
| display_name | Plant cell wall enzymatic hydrolysis: Predicting yield dynamics from autofluorescence and morphological temporal changes |
| has_fulltext | False |
| is_retracted | False |
| updated_date | 2025-11-23T05:10:03.516525 |
| primary_topic.id | https://openalex.org/T10869 |
| primary_topic.field.id | https://openalex.org/fields/11 |
| primary_topic.field.display_name | Agricultural and Biological Sciences |
| primary_topic.score | 0.49070289731025696 |
| primary_topic.domain.id | https://openalex.org/domains/1 |
| primary_topic.domain.display_name | Life Sciences |
| primary_topic.subfield.id | https://openalex.org/subfields/1110 |
| primary_topic.subfield.display_name | Plant Science |
| primary_topic.display_name | Polysaccharides and Plant Cell Walls |
| cited_by_count | 0 |
| locations_count | 2 |
| best_oa_location.id | doi:10.1016/j.biortech.2025.133642 |
| best_oa_location.is_oa | True |
| best_oa_location.source.id | https://openalex.org/S21442059 |
| best_oa_location.source.issn | 0960-8524, 1873-2976 |
| best_oa_location.source.type | journal |
| best_oa_location.source.is_oa | False |
| best_oa_location.source.issn_l | 0960-8524 |
| best_oa_location.source.is_core | True |
| best_oa_location.source.is_in_doaj | False |
| best_oa_location.source.display_name | Bioresource Technology |
| best_oa_location.source.host_organization | https://openalex.org/P4310320990 |
| best_oa_location.source.host_organization_name | Elsevier BV |
| best_oa_location.source.host_organization_lineage | https://openalex.org/P4310320990 |
| best_oa_location.license | cc-by |
| best_oa_location.pdf_url | |
| best_oa_location.version | publishedVersion |
| best_oa_location.raw_type | journal-article |
| best_oa_location.license_id | https://openalex.org/licenses/cc-by |
| best_oa_location.is_accepted | True |
| best_oa_location.is_published | True |
| best_oa_location.raw_source_name | Bioresource Technology |
| best_oa_location.landing_page_url | https://doi.org/10.1016/j.biortech.2025.133642 |
| primary_location.id | doi:10.1016/j.biortech.2025.133642 |
| primary_location.is_oa | True |
| primary_location.source.id | https://openalex.org/S21442059 |
| primary_location.source.issn | 0960-8524, 1873-2976 |
| primary_location.source.type | journal |
| primary_location.source.is_oa | False |
| primary_location.source.issn_l | 0960-8524 |
| primary_location.source.is_core | True |
| primary_location.source.is_in_doaj | False |
| primary_location.source.display_name | Bioresource Technology |
| primary_location.source.host_organization | https://openalex.org/P4310320990 |
| primary_location.source.host_organization_name | Elsevier BV |
| primary_location.source.host_organization_lineage | https://openalex.org/P4310320990 |
| primary_location.license | cc-by |
| primary_location.pdf_url | |
| primary_location.version | publishedVersion |
| primary_location.raw_type | journal-article |
| primary_location.license_id | https://openalex.org/licenses/cc-by |
| primary_location.is_accepted | True |
| primary_location.is_published | True |
| primary_location.raw_source_name | Bioresource Technology |
| primary_location.landing_page_url | https://doi.org/10.1016/j.biortech.2025.133642 |
| publication_date | 2025-11-16 |
| publication_year | 2025 |
| referenced_works | https://openalex.org/W2945858539, https://openalex.org/W2745791730, https://openalex.org/W1969103349, https://openalex.org/W4214492923, https://openalex.org/W2809597371, https://openalex.org/W4361255782, https://openalex.org/W4388336775, https://openalex.org/W2098226866, https://openalex.org/W4327958864, https://openalex.org/W2193047416, https://openalex.org/W3027826588, https://openalex.org/W2097193537, https://openalex.org/W2901264148, https://openalex.org/W2026941336, https://openalex.org/W4200141021, https://openalex.org/W2080157706, https://openalex.org/W4308317119, https://openalex.org/W2016911494, https://openalex.org/W1979594277, https://openalex.org/W2794897799, https://openalex.org/W4409221226, https://openalex.org/W4361214762, https://openalex.org/W2341834784, https://openalex.org/W4407537565, https://openalex.org/W2793184803, https://openalex.org/W2125149729, https://openalex.org/W4398250669, https://openalex.org/W4214684180, https://openalex.org/W4295895161, https://openalex.org/W2269961040, https://openalex.org/W1820397111, https://openalex.org/W1974578989, https://openalex.org/W1980528495, https://openalex.org/W4392401690, https://openalex.org/W2043926808, https://openalex.org/W2159620031, https://openalex.org/W3138340979, https://openalex.org/W4403117197, https://openalex.org/W3093103043, https://openalex.org/W2999170402, https://openalex.org/W3012976774, https://openalex.org/W2967328980, https://openalex.org/W3045566346 |
| referenced_works_count | 43 |
| abstract_inverted_index.a | 10, 70, 169 |
| abstract_inverted_index.an | 51 |
| abstract_inverted_index.as | 155 |
| abstract_inverted_index.by | 20 |
| abstract_inverted_index.in | 13 |
| abstract_inverted_index.is | 9, 18, 33 |
| abstract_inverted_index.of | 2, 27, 45, 84, 93, 113, 160, 162, 175 |
| abstract_inverted_index.on | 128 |
| abstract_inverted_index.to | 36, 79, 90 |
| abstract_inverted_index.The | 67, 166 |
| abstract_inverted_index.and | 41, 61, 82, 109, 118, 131, 143, 152 |
| abstract_inverted_index.due | 35 |
| abstract_inverted_index.for | 140, 171 |
| abstract_inverted_index.the | 37, 42, 80, 98, 111, 138, 173 |
| abstract_inverted_index.yet | 16 |
| abstract_inverted_index.This | 48, 134 |
| abstract_inverted_index.both | 110 |
| abstract_inverted_index.cell | 4, 21, 28, 57, 114, 149 |
| abstract_inverted_index.into | 6 |
| abstract_inverted_index.need | 139 |
| abstract_inverted_index.step | 12 |
| abstract_inverted_index.that | 54, 76 |
| abstract_inverted_index.wall | 22, 58, 115, 150 |
| abstract_inverted_index.wood | 95 |
| abstract_inverted_index.drift | 73 |
| abstract_inverted_index.novel | 71 |
| abstract_inverted_index.plant | 3, 148 |
| abstract_inverted_index.stage | 130 |
| abstract_inverted_index.study | 49 |
| abstract_inverted_index.sugar | 132, 163 |
| abstract_inverted_index.type. | 133 |
| abstract_inverted_index.walls | 5 |
| abstract_inverted_index.during | 31, 64, 107 |
| abstract_inverted_index.extent | 83 |
| abstract_inverted_index.images | 92 |
| abstract_inverted_index.nature | 44 |
| abstract_inverted_index.robust | 87 |
| abstract_inverted_index.spruce | 94 |
| abstract_inverted_index.strong | 101 |
| abstract_inverted_index.sugars | 8, 30 |
| abstract_inverted_index.yields | 26, 106 |
| abstract_inverted_index.Applied | 89 |
| abstract_inverted_index.adjusts | 78 |
| abstract_inverted_index.assays, | 146 |
| abstract_inverted_index.between | 104 |
| abstract_inverted_index.complex | 38 |
| abstract_inverted_index.limited | 19 |
| abstract_inverted_index.provide | 168 |
| abstract_inverted_index.yields. | 165 |
| abstract_inverted_index.accurate | 156 |
| abstract_inverted_index.adaptive | 72 |
| abstract_inverted_index.analysis | 122 |
| abstract_inverted_index.chemical | 145 |
| abstract_inverted_index.critical | 11 |
| abstract_inverted_index.distinct | 124 |
| abstract_inverted_index.dynamics | 112, 161 |
| abstract_inverted_index.ensuring | 86 |
| abstract_inverted_index.findings | 167 |
| abstract_inverted_index.methods. | 47 |
| abstract_inverted_index.negative | 102 |
| abstract_inverted_index.patterns | 126 |
| abstract_inverted_index.pipeline | 53, 68, 99, 136 |
| abstract_inverted_index.revealed | 100 |
| abstract_inverted_index.sampling | 142 |
| abstract_inverted_index.strategy | 75 |
| abstract_inverted_index.Enzymatic | 0 |
| abstract_inverted_index.analysis. | 88 |
| abstract_inverted_index.dependent | 127 |
| abstract_inverted_index.enzymatic | 65, 96 |
| abstract_inverted_index.extensive | 141 |
| abstract_inverted_index.framework | 170 |
| abstract_inverted_index.intensity | 60, 117 |
| abstract_inverted_index.optimized | 176 |
| abstract_inverted_index.real-time | 158 |
| abstract_inverted_index.uncovered | 123 |
| abstract_inverted_index.Predicting | 24 |
| abstract_inverted_index.accurately | 55 |
| abstract_inverted_index.biomarkers | 159 |
| abstract_inverted_index.conversion | 25, 105, 164, 178 |
| abstract_inverted_index.efficiency | 17 |
| abstract_inverted_index.eliminates | 137 |
| abstract_inverted_index.hydrolysis | 1, 32, 108, 129 |
| abstract_inverted_index.innovative | 52 |
| abstract_inverted_index.introduces | 50 |
| abstract_inverted_index.mechanisms | 40 |
| abstract_inverted_index.predictive | 157 |
| abstract_inverted_index.processes. | 179 |
| abstract_inverted_index.quantifies | 56 |
| abstract_inverted_index.time-lapse | 91 |
| abstract_inverted_index.underlying | 39 |
| abstract_inverted_index.challenging | 34 |
| abstract_inverted_index.conversion, | 15 |
| abstract_inverted_index.correlation | 125 |
| abstract_inverted_index.descriptors | 63, 154 |
| abstract_inverted_index.development | 174 |
| abstract_inverted_index.dynamically | 77 |
| abstract_inverted_index.fermentable | 7 |
| abstract_inverted_index.hydrolysis. | 66 |
| abstract_inverted_index.progression | 81 |
| abstract_inverted_index.accelerating | 172 |
| abstract_inverted_index.compensation | 74 |
| abstract_inverted_index.conventional | 46 |
| abstract_inverted_index.correlations | 103 |
| abstract_inverted_index.descriptors. | 120 |
| abstract_inverted_index.establishing | 147 |
| abstract_inverted_index.incorporates | 69 |
| abstract_inverted_index.wall-derived | 29 |
| abstract_inverted_index.morphological | 62, 119, 153 |
| abstract_inverted_index.Phase-specific | 121 |
| abstract_inverted_index.nondestructive | 135 |
| abstract_inverted_index.recalcitrance. | 23 |
| abstract_inverted_index.time-consuming | 144 |
| abstract_inverted_index.deconstruction, | 85, 97 |
| abstract_inverted_index.labor-intensive | 43 |
| abstract_inverted_index.autofluorescence | 59, 116, 151 |
| abstract_inverted_index.biotechnological | 14, 177 |
| cited_by_percentile_year | |
| countries_distinct_count | 0 |
| institutions_distinct_count | 11 |
| citation_normalized_percentile.value | 0.85851309 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |