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Frontiers of Environmental Science & Engineering

ISSN 2095-2201

ISSN 2095-221X(Online)

CN 10-1013/X

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2018 Impact Factor: 3.883

Front. Environ. Sci. Eng.    2022, Vol. 16 Issue (6) : 73    https://doi.org/10.1007/s11783-021-1507-2
REVIEW ARTICLE
Global perspectives and future research directions for the phytoremediation of heavy metal-contaminated soil: A knowledge mapping analysis from 2001 to 2020
Kehui Liu1, Xiaojin Guan1, Chunming Li1,2, Keyi Zhao1, Xiaohua Yang1, Rongxin Fu3, Yi Li1(), Fangming Yu1()
1. Key Laboratory of Ecology of Rare and Endangered Species and Environmental Protection (Ministry of Education), Guangxi Normal University, Guilin 541004, China
2. School of Life Sciences, Fudan University, Shanghai 200438, China
3. Guangxi Normal University Library, Guangxi Normal University, Guilin 541004, China
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Abstract

• The overall global perspective of the PHMCS field was obtained.

• PHMCS research has flourished over the past two decades.

• In total, 8 clusters were obtained, and many new hot topics emerged.

• “Biochar,” “Drought,” “Nanoparticle,” etc., may be future hot topics.

• Five future directions are proposed.

In total, 9,552 documents were extracted from the Web of Science Core Collection and subjected to knowledge mapping and visualization analysis for the field of phytoremediation of HM-contaminated soil (PHMCS) with CiteSpace 5.7 R3 software. The results showed that (1) the number of publications increased linearly over the studied period. The top 10 countries/regions, institutions and authors contributing to this field were exhibited. (2) Keyword co-occurrence cluster analysis revealed a total of 8 clusters, including “Bioremediation,” “Arsenic,” “Biochar,” “Oxidative stress,” “Hyperaccumulation,” “EDTA,” “Arbuscular mycorrhizal fungi,” and “Environmental pollution” clusters (3) In total, 334 keyword bursts were obtained, and the 25 strongest, longest duration, and newest keyboard bursts were analyzed in depth. The strongest keyword burst test showed that the hottest keywords could be divided into 7 groups, i.e., “Plant bioremediation materials,” “HM types,” “Chelating amendments,” “Other improved strategies,” “Bioremediation characteristics,” “Risk assessment,” and “Other.” Almost half of the newest topics had emerged in the past 3 years, including “biochar,” “drought,” “health risk assessment,” “electrokinetic remediation,” “nanoparticle,” and “intercropping.” (4) In total, 9 knowledge base clusters were obtained in this study. The studies of Ali et al. (2013), Blaylock et al. (1997), Huang et al. (1997), van der Ent et al. (2013), Salt et al. (1995), and Salt (1998), which had both high frequencies and the strongest burst scores, have had the most profound effects on PHMCS research. Finally, future research directions were proposed.

Keywords Heavy metal-contaminated soil      Hot topics      Knowledge mapping analysis      Knowledge base      Phytoremediation     
Corresponding Author(s): Yi Li,Fangming Yu   
Issue Date: 11 October 2021
 Cite this article:   
Kehui Liu,Xiaojin Guan,Chunming Li, et al. Global perspectives and future research directions for the phytoremediation of heavy metal-contaminated soil: A knowledge mapping analysis from 2001 to 2020[J]. Front. Environ. Sci. Eng., 2022, 16(6): 73.
 URL:  
https://academic.hep.com.cn/fese/EN/10.1007/s11783-021-1507-2
https://academic.hep.com.cn/fese/EN/Y2022/V16/I6/73
Fig.1  Research framework.
Fig.2  Annual publication numbers and top 10 countries’ publication contributions.
Rank Country Institution Author Journal source Category
1 China
(2544, 26.63)
Chinese Academy of Sciences
(674, 7.06)
Xiaoe Yang
(66, 0.69)
International Journal of Phytoremediation (827, 8.66) Environmental Sciences
(5870, 61.45)
2 USA
(1205, 12.62)
INRAE
(280, 2.93)
Guillaume Echevarria (57, 0.60) Environmental Science and Pollution Research (594, 6.22) Plant Sciences
(1329, 13.91)
3 India
(675, 7.07)
Centre National De La Recherche Scientifique Cnrs (266, 2.78) Yongming Luo
(56, 0.59)
Chemosphere
(556, 5.82)
Soil Science
(913, 9.56)
4 Spain
(612, 6.41)
Consejo Superior De Investigaciones Cientificas Csic (247, 2.59) Lena Q Ma
(53, 0.55)
Environmental Pollution
(307, 3.21)
Environmental Engineering (871, 9.12)
5 France
(561, 5.87)
University of Chinese Academy of Sciences Cas (223, 2.33) Shafaqat Ali
(49, 0.51)
Science of the Total Environment (301, 3.15) Agronomy
(610, 6.39)
6 Italy
(474, 4.96)
Zhejiang University
(218, 2.28)
Muhammad Rizwan
(45, 0.47)
Ecotoxicology and Environmental Safety
(278, 2.91)
Toxicology
(512, 5.36)
7 Pakistan
(425, 4.45)
State University System of Florida (189, 1.98) Antony Van Der Ent (43, 0.45) Journal of Hazardous Materials
(268, 2.81)
Water Resources
(503, 5.27)
8 Poland
(402, 4.21)
Universite De Lorraine
(187, 1.96)
Qixing Zhou
(41, 0.43)
Plant and Soil
(267, 2.80)
Biotechnology/Applied Microbiology (442, 4.63)
9 Australia
(388, 4.06)
University of Florida
(175, 1.83)
Longhua Wu
(38, 0.40)
Water, Air and Soil Pollution
(222, 2.32)
Ecology
(427, 4.47)
10 Germany
(328, 343)
Institute of Soil Science Cas (169, 1.77) Shuhe Wei
(38, 0.40)
Journal of Environmental Management (142, 1.49) Biochemistry/Molecular Biology (246, 2.58)
Tab.1  The 10 countries/regions, institutions, authors, journals, and categories with the most PHMCS publications from 2001 to 2020
Fig.3  Cluster map of co-occurring keywords in PHMCS studies published from 2001 to 2020.
Fig.4  The 25 strongest keyword bursts (a), longest-duration keyword bursts (b), and most recent keyword bursts (c) in PHMCS studies.
Group labels Highest keyword bursts Longest duration keyword bursts Most recent keyword bursts
(1) Remediation materials Indian mustard (2001–2010, 46.9);
Thlaspi caerulescen (2001–2010, 41.79);
Hyperaccumulator Thlaspi caerulescen (2001–2010, 18.47);
Arabidopsis helleri (2001–2010, 12.33);
Fern (2002–2011, 19.6)
Durum wheat (2009–2016, 5.14); Indian mustard (2001–2010, 46.9); Thlaspi caerulescen (2001–2010, 41.79); Hyperaccumulator Thlaspi caerulescen (2001–2010, 18.47); Arabidopsis helleri (2001–2010, 12.33); Glomus intraradice (2001–2012, 4.77); Fern (2002–2011, 19.6); Berkheya coddii (2002–2011, 5.37); Holcus lanatus (2004–2011, 6.97) Phytomanagement (2016–2020, 6.15);
Assisted phytoremediation (2017–2020, 9.01);
Giant reed (2017–2020, 6.95);
Aided phytostabilization (2017–2020,8.48)
(2) HMs types Nickel (2001–2005, 13.14);
Zinc (2001–2008, 47.48);
Lead phytoextraction (2001–2010, 14.56)
Zinc(2001–2008,47.48);
Lead phytoextraction (2001–2010, 14.56);
Zinc tolerance (2005–2012, 4.88);
Cadmium toxicity (2016–2020, 6.77); Potentially toxic element (2017–2020, 9.01); Cadmium stress (2017–2020, 8.29); Excess copper (2018–2020, 7.42)
(3) Chelates amendments Chelating agent (2001–2010, 14.16); Phytochelatin (2002–2012, 11.7); EDTA (2003–2010, 15.46); Chelate (2003–2012, 15.07); EDD (2007–2013, 11.85) Chelating agent (2001–2010,14.16); Phytochelatin (2002–2012, 11.7); EDTA (2003–2010, 15.46); Chelate (2003–2012, 15.07); Organic amendment (2016–2020, 8.65)
(4) Other improve strategy Phosphate (2003–2009, 10.5);
Arbuscular mycorrhiza (2004–2011, 12.82); Biochar (2018–2020, 27.43)
Glomus mossease (2002–2011, 8.89); Arbuscular mycorrhiza (2004–2011,12.82);
Sludge (2004–2011,7.19)
Biochar (218–2020, 27.43);
Sp nov (2018–2020,7.05)
(5) Technical terminology Transport (2001–2007, 13.85); Hyperaccumulation (2001–2008, 18.82); Absorption (2001–2008, 14.88); Uptake (2002–2009, 12.49); Heavy metal uptake (2002–2010, 11.58) Hyperaccumulation (2001–2008, 18.82);
Absorption (2001–2008, 14.88);
Uptake (2002–2009, 12.49);
Heavy metal uptake (2002–2010, 11.58); Leaching (2003–2011, 8.84);
Physiological response (2016–2020,9.52); Subcellar distribution (2018–2020, 10.05); Lipid peroxidation (2018–2020, 8.02); Spatial distribution (2018–2020, 7.05); Heavy metal pollution (2018–2020,6.68); Metal pollution (2018–2020, 6.3)
(6) Risk assessment Health risk (2016–2020, 11.55);
Risk assessment (2017–2020, 10.12)
Health risk (2016–2020, 11.55); Risk assessment (2017–2020, 10.12); Risk (2018–2020, 8.16); Health risk assessment (2018–2020, 6.67)
(7) Others Population (2001–2008, 14.01);
China (2016–2018, 11.21)
Population (2001–2008, 14.01) Eletrokinetic remediation (2017–2020, 6.13); Drought (2017–2020, 6.1); Nanoparticle (2018–2020, 6.13); Intercropping (2018–2020,6.13)
Tab.2  Group analysis of the 25 strongest, longest-duration, and most recent keyword bursts in PHMCS studies
Fig.5  Co-citation cluster mapping in the PHMCS field from 2001 to 2020.
No. Author Journal Title CF BS Begin- End Range (2001–2020)
K01 Ali et al.
(2013)
Chemosphere Phytoremediation of heavy metals—Concepts and applications 582 103.54 2015–2020 ▂▂▂▂▂▂▂▂▂▂ ▂▂▂▂▃▃▃▃▃▃
K02 Blaylock et al.
(1997)
Environ Sci Technol Enhanced accumulation of Pb in indian mustard by soil applied chelating agents 444 64.36 2001–2010 ▃▃▃▃▃▃▃▃▃▃ ▂▂▂▂▂▂▂▂▂▂
K03 Huang et al.
(1997)
Environ Sci Technol Phytoremediation of lead-contaminated soils: Role of synthetic chelates in lead phytoextraction 412 63.52 2001–2008 ▃▃▃▃▃▃▃▃▂▂ ▂▂▂▂▂▂▂▂▂▂
K04 Ent et al.
(2013)
Plant Soil Hyperaccumulators of metal and metalloid trace elements: Facts and fiction 350 47.95 2015–2020 ▂▂▂▂▂▂▂▂▂▂ ▂▂▂▂▃▃▃▃▃▃
K05 Salt et al.
(1995)
Bio-Technol Phytoremediation: A novel strategy for the removal of toxic metals from the environment using plants 535 45.09 2001–2006 ▃▃▃▃▃▃▂▂▂▂ ▂▂▂▂▂▂▂▂▂▂
K06 Salt et al. (1998) Annu Rev Plant Phys Phytoremediation 669 35.39 2001–2009 ▃▃▃▃▃▃▃▃▃▂ ▂▂▂▂▂▂▂▂▂▂
Tab.3  The most important cited references in the PHMCS field
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