Introduction

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Mycology

  • Mycology, the scientific investigation of Kingdom Fungi, has a long and rich history in the UK.
  • The term mycologist may first have been used by the English botanist Robert Kaye Greville, in a paper on published almost exactly 200 years ago.

The first known use of the word ‘mycologist’. Image obtained from the Biodiversity Heritage Library (https://biodiversitylibrary.org).

The first known use of the word ‘mycologist’. Image obtained from the Biodiversity Heritage Library (https://biodiversitylibrary.org).

Mycology is a diverse discipline

Mycological research spans a wide range of subdisciplines. These include:

  • taxonomy, systematics, phylogenetics and biodiversity

  • roles of fungi in ecosystems (e.g. decomposition and nutrient cycling), symbiotic interactions with other organisms (such as endosymbionts, mycorrhizas and lichens)

  • medical mycology (including immunology and mycotoxicology) and antifungal resistance

  • plant pathology and fungal biocontrol agents

  • biotechnology and fermentation (including production and use of metabolites)

  • bioremediation

  • genomics and proteomics

  • cellular processes, metabolic pathways and stress responses

  • synthetic biology and genetic engineering.

Aims of this study

This bibliometric analysis aims to provide an overview of patterns and trends in mycological research in the UK over the past quarter century (1999—2023), investigating the popularity of different research topics, centres of excellence, influential authors, collaboration networks, funding sources, and publication venues.

Bibliometric data

Mycological publications in the Scopus database

  • Bibliometric data (i.e., information on publications) were obtained from Elsevier’s SCOPUS database for the years 1999—2023 inclusive. The fields Article Title, Abstract and Keywords were searched for terms: “fungi” OR “fungal” OR “fungus” OR “mycology” OR “mycological”.

  • Results were restricted to those with at least one author with an institutional affiliation (or address) in the United Kingdom.

  • This search resulted in a document count of 27,445.

  • In addition, all papers from mycological journals, i.e. those with words like ‘fungal’ or ‘mycology’ (but not ‘mycobacterium’ etc.) in the journal title, were included. This yielded an additional 682 papers.

  • The total document count was 28,127.

Bibliometric data including authors and affiliations, citation number and funding details were downloaded for analysis.

Types of publications

  • Most publications are articles, along with some reviews and book chapters.
Type n
Article 21716
Review 3275
Book chapter 1083
Conference paper 662
Letter 356
Note 306
Short survey 303
Editorial 251
Book 91
Erratum 68
Data paper 11
Retracted 5

Publications per year

  • Publications per year have increased over time, but declined somewhat in 2022-3. A legacy of COVID19?

Mycological Topics

Grouping publications into topics

  • Latent Dirichlet Allocation (LDA) was used to group publications into topics.

  • Words in publication titles, abstracts and keywords were processed to remove common “stop words” and “stemmed” to find common roots (e.g. immune, immunity and immunological all become “immun”).

  • The number of Topics was set to eight, following some experimentation to minimize subject overlap while retaining major themes.

  • The top 20 terms (stemmed words) most likely to be found in each topic were used to find a single-word descriptor or title for each topic.

Major topics in mycology

  • Here are the topics identified by LDA (in alphabetical order) along with a brief summary of topics covered.
  • Fungal genera are associated with certain topics.

Biochemistry: enzymes, products and structures

Clinical: infection, human and antifungal

Diagnostics: isolate, test and Aspergillus

Ecology: soil, microbiome and community

Genomics: sequencing, species and evolution

Immunology: cell, animal and Candida

Phytopathology: plant, disease and Fusarium

Regulation: protein, gene and Saccharomyces

Important terms per topic

  • Here are the the top 20 terms associated with each topic.
  • These are terms rather than words, i.e. some are stems of several different words.
  • NB: You may need to scroll down to see them all.
Topic Terms
Biochemistry activ, acid, enzym, product, structur, drug, metabol, deriv, compound, chemic, inhibit, synthesi, metabolit, process, chemistri, oxid, substrat, mass, ferment, molecular
Clinical infect, human, antifung, diseas, patient, treatment, drug, agent, clinic, age, virus, risk, case, invas, adult, aspergillosi, review, femal, therapi, male
Diagnostics aspergillus, isol, test, cultur, method, strain, detect, sampl, analysi, growth, sensit, control, bacteri, time, concentr, reaction, chain, fumigatus, assay, extract
Ecology soil, microbi, communiti, plant, organ, root, environment, carbon, speci, water, ecosystem, divers, bacteria, forest, mycorrhiz, chang, temperatur, environ, composit, nitrogen
Genomics sequenc, speci, genet, genom, analysi, data, dna, molecular, gene, model, identifi, evolut, region, type, biolog, phylogeni, group, isol, distribut, famili
Immunology cell, anim, respons, candida, albican, immun, human, model, stress, growth, signal, interact, receptor, system, pathogen, wall, virul, mechan, factor, activ
Phytopathology plant, diseas, pathogen, resist, control, develop, host, spore, food, fusarium, wheat, crop, popul, fungicid, biolog, leaf, parasit, caus, infect, reduc
Regulation protein, gene, cerevisia, express, saccharomyc, yeast, dna, regul, rna, transcript, function, bind, genet, cell, complex, mutat, sequenc, mutant, factor, chromosom

Relationships among topics: PCA

  • Principal Components Analysis (PCA) of terms allows us to visualize relationships among publications in ‘term space’.
  • The next slides show the first three PCA axes, with loadings of some of the more important terms plotted.
  • Each publication is a point, coloured by topic.
  • Three main ‘lobes’ are identified: Ecology, Clinical and Regulation.
  • Axis 1 appears to span pure research on the left, applied research on the right.
  • Axis 2 spans spatial scales from proteins at the bottom to ecosystems at the top.
  • Axis 3 potentially indicates data analytics on the left, clinical application on the right.

PCA Axes 1 & 2

PCA Axes 2 & 3

Topics are not clearly delineated

  • There is a lot of overlap in the appearance of terms among different topics.
  • Individual PCA axes only explain a small fraction of the variation in terms among publications.
  • This means that many papers could comfortably classed in several topics, and the topic classifications are indicative not canonical.

Cumulative variance explained by PCA axes

Publications by topic

  • Regulation was most popular before 2010, Clinical and Ecosystem are most popular now.

Orphan publications

  • 85 publications lacked sufficient description to be assigned a topic by LDA.
  • Some of these are intriguing, for example:

The Tyntesfield monster - A spectacular slime-flux

Prince Cesi and fungi, not to mention fungifunguli

Fungal stamps from Liechtenstein

Strange fungi with even stranger insides

Desert Truffles: The mysterious jewels of antiquity

Paracoccidioides brasiliensis - The man-hater

The ‘Ffungi’ of Welsh Botanology, H. Davies 1813

Bees and phalloid exudate

Of special note…

Mycology: A neglected megascience

Winner of the ‘Best Title in Mycology’ Prize*

The Tyntesfield Monster

The Tyntesfield Monster

* There isn’t such a prize, but there should be.

Citations

Highly cited publications

  • Here are the top 10 most cited mycological publications involving UK authors of the past quarter century.

Highly cited UK-led publications

  • Here are the top 10 most cited publications where the corresponding author is based in the UK.

Highly cited publications by topic

Highly cited UK-led publications by topic

Citations controlling for age

  • Older publications accumulate more citations.
  • Citation distributions are highly skewed because cited papers attract more citations.
  • We can correct for age and skewness by calculating a normalized citation index \(Z_C\).
  • First log-transform to reduce skewness: \[ C = \log(c+1) \] where \(c\) is the number of citations for a paper.
  • Then normalize: \[ Z_C = \frac{C - \bar{C_y}}{\sigma_y} \] where \(\bar{C_y}\) is the mean of \(C\) in a particular year \(y\), and \(\sigma_y\) is the standard deviation.
  • Overall, \(Z_C\) has mean zero, SD 1.
  • High \(Z_C\) means a publication is highly cited for its age.

Normalized citation index

Normalized citations per topic

  • Immunology, Ecology and Biochemistry tend to be more highly cited.
  • Diagnostics, Clinical and Phytopathology less well cited.
  • Regulation is becoming relatively less well cited over time.

Normalized citations per topic

Highly cited publications controlling for age

  • Bioinformatics methods are popular.

Highly cited UK-led controlling for age

Highly cited by topic controlling for age

Highly cited UK-led by topic controlling for age

Journals

Uncommon sources

Journals for recent publications

  • The picture changes for papers published from 2020 onwards.
  • Journal of Fungi and Frontiers in Microbiology become the most popular journals
  • There is widespread concern over MDPI and Frontiers as publishers.
Journal N
Journal of Fungi 191
Frontiers in Microbiology 88
Scientific Reports 83
Nature Communications 77
Science of the Total Environment 60
New Phytologist 53
Methods in Molecular Biology 51
Medical Mycology 49
Plant Pathology 44
mBio 44

Top journals by topic since 2020

Topic First Second Third
Biochemistry Bioresource Technology Molecules Scientific Reports
Clinical Journal of Fungi Medical Mycology Mycoses
Diagnostics Journal of Fungi Scientific Reports Frontiers in Microbiology
Ecology Science of the Total Environment Soil Biology and Biochemistry Frontiers in Microbiology
Genomics Journal of Fungi Fungal Diversity IMA Fungus
Immunology mBio Journal of Fungi PLoS Pathogens
Phytopathology Plant Pathology Journal of Fungi Plants
Regulation Nucleic Acids Research Nature Communications Methods in Molecular Biology
Unassigned Field Mycology Fungal Lipid Biochemistry Mycologia

International connections

International collaboration

  • 61 per cent of publications had international collaborators.
  • The maximum number of collaborating countries on one publication was 90.
  • 43 per cent of publications had non-UK corresponding authors (for publications where the corresponding author was listed)
  • Overall, the USA was the most important collaborating country, followed by Germany and France.
Country Percent
United States 7.3
Germany 4.2
France 3.0
Spain 2.7
China 2.5
Netherlands 2.4
Australia 2.1
Italy 1.9
Switzerland 1.7
Canada 1.5

Recent international collaborations

  • Since 2020, China has become the second most important international collaborator.
Country Percent
United States 6.3
China 4.3
Germany 3.8
France 2.6
Spain 2.6
Netherlands 2.4
Australia 2.2
India 2.1
Italy 2.1
Brazil 2.0

International collaboration networks

International collaboration is growing

  • Biochemistry and Genomics tend to be most internationalized.

UK research power has declined

  • Which countries are leaders in mycological research?
  • Normalized citation indices (\(Z_c\)) were calculated per year and corresponding author country.
  • We focussed on the top countries from 2020 to 2022 (2023 was omitted).
  • UK-led publications have declined from the highest cited to lowest cited of these.
  • The US and Europe have also declined, particularly since Brexit.
  • Publications led by China, Brazil, India and Singapore now lead in citations.
  • (Remember, publications only include those with UK authors).

The Decline of the West

Institutions

H-index

  • Quantifying research output is commonly achieved using the H-index which considers both the number of publications and their citations.

  • The H-index of a researcher or institution is the highest number \(h\) such that at least \(h\) publications have been cited at least \(h\) times each.

  • The H-index is important in metrics such as the QS World University Rankings

  • H-indices were calculated using the mycological publications in the Scopus database.

UK Top Ten 1999-2023

Position Institute H
1 The University of Manchester 120
2 University of Aberdeen 116
3 Imperial College London 112
4 John Innes Centre 103
5 University of Oxford 100
6 The University of Edinburgh 98
7 University of Cambridge 95
8 The James Hutton Institute 92
9 Rothamsted Research 90
10 The University of Sheffield 85

(Publications with UK corresponding authors only)

UK Top Ten since 2019

Position Institute H
1 University of Exeter 36
2 The University of Manchester 35
3 Imperial College London 35
4 University of Cambridge 30
5 Medical Research Council 29
6 University of Aberdeen 27
7 University of East Anglia 26
8 University of Oxford 26
9 The University of Edinburgh 26
10 John Innes Centre 25

(Publications with UK corresponding authors only)

Biochemistry top 5 since 2019

Position Institute H
1 The University of Manchester 17
2 University of Dundee 14
3 University of Nottingham 10
4 The University of Edinburgh 10
5 University of York 9

(Publications with UK corresponding authors only)

Clinical top 5 since 2019

Position Institute H
1 The University of Manchester 20
2 Imperial College London 18
3 Manchester University NHS Foundation Trust 18
4 Health Innovation Manchester 17
5 University of Exeter 16

(Publications with UK corresponding authors only)

Diagnostics top 5 since 2019

Position Institute H
1 The University of Manchester 11
2 Manchester University NHS Foundation Trust 9
3 Faculty of Biology, Medicine and Health 9
4 Public Health Wales 8
5 University of Nottingham 7

(Publications with UK corresponding authors only)

Ecology top 5 since 2019

Position Institute H
1 University of Leeds 17
2 The University of Sheffield 15
3 The University of Manchester 15
4 Imperial College London 15
5 Bangor University 14

(Publications with UK corresponding authors only)

Genomics top 5 since 2019

Position Institute H
1 Royal Botanic Gardens, Kew 12
2 Imperial College London 11
3 University of Exeter 11
4 University of Oxford 9
5 University of Cambridge 9

(Publications with UK corresponding authors only)

Immunology top 5 since 2019

Position Institute H
1 University of Exeter 19
2 University of Aberdeen 18
3 Medical Research Council 16
4 King’s College London 14
5 University of Birmingham 12

(Publications with UK corresponding authors only)

Phytopathology top 5 since 2019

Position Institute H
1 John Innes Centre 15
2 University of East Anglia 13
3 Royal Botanic Gardens, Kew 12
4 Norwich Research Park 12
5 University of Exeter 11

(Publications with UK corresponding authors only)

Regulation top 5 since 2019

Position Institute H
1 The Medical Research Council Laboratory of Molecular Biology 14
2 The University of Edinburgh 14
3 The Francis Crick Institute 14
4 University of Cambridge 11
5 University of Oxford Medical Sciences Division 10

(Publications with UK corresponding authors only)

Funders

Fungi