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Research Article | Open Access | Peer Review

Distribution of Compsopogon caeruleus (Balbis ex C.Agardh) Montagne (Compsopogonales, Compsopogonophyceae) in West Bengal, India

Volume : 112
Issue: June(4-6)
Pages: 107 - 117
Downloads: 3
Published: August 07, 2025
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Abstract


Compsopogon caeruleus (Balbis ex C. Agardh) Montagne is among the most diverse freshwater red algae, with a widespread distribution across North America, South America, Europe, Africa, Asia, Australasia, and Oceania. Highly adaptable to varied environmental conditions, it thrives in freshwater habitats such as streams, rivers, ponds, and lakes, as well as in brackish ecosystems like lagoons and estuaries. In India, Compsopogon caeruleus is widely distributed, with extensive documentation across multiple states. In West Bengal, previous studies have primarily reported its occurrence in the southern Gangetic plains and estuarine regions, while its diversity in the northern districts remains largely unexplored. This article investigates the extensive diversity of Compsopogon caeruleus in northern West Bengal, highlighting its ecological significance, agricultural utilization, and global conservation status.

DOI
Pages
107 - 117
Creative Commons
Copyright
© The Author(s), 2025. Published by Madras Agricultural Students' Union in Madras Agricultural Journal (MAJ). This is an Open Access article, distributed under the terms of the Creative Commons Attribution 4.0 License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution and reproduction in any medium, provided the original work is properly cited by the user.

Keywords


Compsopogon caeruleus Diversity Freshwater flora Red Algae West Bengal

Introduction


Compsopogon caeruleus (Balbis ex C.Agardh) Montagne, is one of the highly cosmopolitan organisms among the freshwater red algae. This alga has been reported in different aquatic habitats and various environmental conditions. It is found worldwide, with a higher prevalence in tropical and subtropical regions. It can also occasionally be found in northern temperate areas, such as the northern United States, Europe, Japan, and Ukraine (Vis et al., 1992; Rintoul et al., 1999).

Historically, the family Compsopogonaceae comprised eleven species of Compsopogon and three species of Compsopogonopsis. Compsopogon species were distinguished by their rhizoids, which are confined to the thallus base, whereas Compsopogonopsis species have rhizoidal outgrowths throughout the plant. Key characteristics for species identification within the genus include the structure of the basal portion of the thallus, the branching pattern, the size of monosporangia, the number of cortical layers, and the size of cortical cells. The thallus is highly branched, saxicolous or epiphytic, filamentous, uniseriate in younger parts, and multiseriate in older parts. A variable number of cortical layers surrounds the axial cell, and the organism reproduces asexually, lacking a sexual life cycle.

However, these thallus characteristics exhibit significant variation between populations and also change with seasons. In a taxonomic revision of the family Compsopogonaceae, Necchi & Dip in 1992, classified all taxa into two clearly defined species: Compsopogon caeruleus (lacking rhizoidal filaments in the cortex) and Compsopogon leptocladus (possessing such filaments in the cortex). Using multivariate morphometrics and image analysis, Vis et al., (1992) grouped several taxa of Compsopogonaceae into three species: Compsopogonopsis leptocladus (Montagne) Krishnamurthy (characterized by rhizoidal cortication throughout the plant), Compsopogon prolificus Yadav & Kumano (with U-shaped lateral branches curling around the central axis), and Compsopogon coeruleus (Balbis) Montagne (featuring uncurled branches in the axis). Their study also highlighted that microsporangial clusters, the basal system of the thallus, and spine-like branches exhibit significant variability, rendering them unreliable as diagnostic taxonomic characters (Vis et al., 1992). Based on molecular studies by Necchi et al., (2013), all reported species of the Compsopogon genus were synonymized under a single species, Compsopogon caeruleus (Balbis ex C.Agardh) Montagne. In this article, all the species previously reported from West Bengal and currently collected specimens are considered as Compsopogon caeruleus (Balbis ex C.Agardh) Montagne.

Methodology


The study was conducted after a detailed review of the literature, which showed no reports of Compsopogonaceae members from northern districts. Hence, the field survey to the northern districts of West Bengal (WB) was carried out in December 2023. All the collected samples were preserved and processed correctly (Elaya Perumal et al., 2015; Elaya Perumal & Sundararaj, 2019, 2020), and the specimens are housed at CAL (Central National Herbarium, Howrah, WB). Slides were prepared using methods described by Elaya Perumal & Sundararaj (2019, 2020). Microphotographic documentation, along with morphological and morphometric analyses, was conducted using a Nikon Advanced Research Microscope (Nikon Eclipse Ni Series: H600L) in conjunction with NIS-Elements software. Organisms were identified based on standard monographs and various research publications, including Elaya Perumal & Sundararaj (2023). The geographic distribution of the Compsopogon species in WB was mapped using ArcGIS software (ArcMap desktop version 10.2.2), providing a spatial representation of sampling locations (Map 1).

 

Results Discussion


Freshwater red algal samples were collected from 34 locations across West Bengal during an extensive field survey conducted in December, 2023. Of these, 22 samples contained members of the family Compsopogonaceae, 10 samples included Batrachospermaceae, and 2 samples harboured species of Audouinellaceae. These collections were made from seven northern districts: Alipurduar, Cooch Behar, Dakshin Dinajpur, Darjeeling, Jalpaiguri, Malda, and Uttar Dinajpur (Table 1). Previous studies had reported the presence of Compsopogon caeruleus (Balbis ex C.Agardh) Montagne primarily in a few southern districts (Ganesan et al., 2018; Elaya Perumal & Palanisamy, 2025); however, the current investigation reveals significant species diversity in northern regions as well (Map. 1). This study effectively expands the known distribution range of Compsopogon caeruleus, documenting its presence in seven additional districts of West Bengal, marking the first recorded occurrence of this species in these seven districts. The collected Compsopogon specimens exhibited a diverse range of morphological characteristics, consistent with descriptions from previous studies. The thalli varied significantly in size, ranging from microscopic forms to those several meters in height, highlighting the species’ remarkable structural plasticity (Necchi et al., 2013).

Table 1: Field Location Data of Collection Sites

S.No.

Field No.

Date

Locality

Geo-coordinates

Habitat

Notes

Collected
By

1.         

CNH-BSI-97703

12.12.2023

Torsa River Bank, Cooch Behar, WB

26.316139,

89.435556

River

Microscopic, Attached on green macroalgae

Dr. U Elaya Perumal

2.         

CNH-BSI-97709

12.12.2023

Sonapur, Alipurduar District, WB

26.499052,

89.373532

Stream

Microscopic, Attached on green macroalgae

Dr. U Elaya Perumal

3.         

CNH-BSI-97715

13.12.2023

Madhya Rangali, Alipurduar District, WB

26.681779,

89.216266

River

Fast flowing river with sandy bottom and grass and Vallisneria plants

Dr. U Elaya Perumal

4.         

CNH-BSI-97717

13.12.2023

Madhya Rangali Bazar, Alipurduar District, WB

26.682644,

89.207647

Stream

Slow flowing stream with sandy bottom and submerged stones

Dr. U Elaya Perumal

5.         

CNH-BSI-97718

13.12.2023

Madhya Rangali Bazar, Alipurduar District, WB

26.684339,

89.199071

River

Moderately flowing river with sandy bottom and submerged stones

Dr. U Elaya Perumal

6.         

CNH-BSI-97719

13.12.2023

Uttar Sisubari, Alipurduar District, WB

26.686944,

89.187128

Small River

Moderately flowing small river with sandy bottom and submerged stones

Dr. U Elaya Perumal

7.         

CNH-BSI-97720

13.12.2023

Uttar Sisubari, Alipurduar, WB District

26.689404,

89.179763

Stream

Slow flowing stream with sandy bottom

Dr. U Elaya Perumal

8.         

CNH-BSI-97721

13.12.2023

Uttar Sisubari, Alipurduar District, WB

26.689812,

89.179731

Stream

slow flowing river with sandy bottom, very less amount of water

Dr. U Elaya Perumal

9.         

CNH-BSI-97727

14.12.2023

Near Nagarakata Toll Plaza, Jalpaiguri District, WB

26.875417,

88.919833

Stream

Moderately flowing stream with sandy bottom and submerged stones

Dr. U Elaya Perumal

10.       

CNH-BSI-97728

14.12.2023

Near Nagarakata Toll Plaza, Jalpaiguri District, WB

26.875417,

88.919833

Stream

Moderately flowing stream with sandy bottom and submerged stones

Dr. U Elaya Perumal

11.       

CNH-BSI-97730

14.12.2023

Near Nagarakata Toll Plaza, Jalpaiguri District, WB

26.874822,

88.918315

Stream

Moderately flowing stream with alluvial bottom

Dr. U Elaya Perumal

12.       

CNH-BSI-97761

16.12.2023

Jalpaiguri, Nokha ghat, Jalpaiguri District, WB

26.687936,

88.405251

River

Moderately flowing river with sandy and gravel stones as bottom

Dr. U Elaya Perumal

13.       

CNH-BSI-97763

17.12.2023

Chauli River, Sukani, Jalpaiguri District, WB

26.564279,

88.555898

River

Moderately flowing river with gravel stones and sandy bottom

Dr. U Elaya Perumal

14.       

CNH-BSI-97765

18.12.2023

NH 27, Bahadur, Jalpaiguri District, WB

26.541577,

88.628056

River

Moderately flowing river with gravel stones and sandy bottom

Dr. U Elaya Perumal

15.       

CNH-BSI-97766

18.12.2023

Talma River, Jhabera Vita, Jalpaiguri District, WB

26.557071,

88.578075

River

Moderately flowing river with gravel stones and sandy bottom

Dr. U Elaya Perumal

16.       

CNH-BSI-97767

18.12.2023

Kartowa Bridge, Balai Gachh, Jalpaiguri District, WB

26.593877,

88.49686

River

Moderately flowing river with gravel stones and sandy bottom

Dr. U Elaya Perumal

17.       

CNH-BSI-97769

18.12.2023

Sau Bridge, Jugibhita, Jalpaiguri District, WB

26.622727,

88.458043

River

Moderately flowing river with gravel stones and sandy bottom

Dr. U Elaya Perumal

18.       

CNH-BSI-97770

18.12.2023

Rahamu, Darjeeling District, WB

26.647203,

88.386244

Stream

Moderately flowing stream with gravel stones and sandy bottom

Dr. U Elaya Perumal

19.       

CNH-BSI-97774

18.12.2023

Kantibhita, Darjeeling District, WB

26.585275,

88.325175

Stream

Moderately flowing river with gravel stones and sandy bottom

Dr. U Elaya Perumal

20.       

CNH-BSI-97776

18.12.2023

Uttar Bhagalpur, Uttar Dinajpur, WB

26.406195,

88.282779

River

Moderately flowing river with gravel stones and sandy bottom

Dr. U Elaya Perumal

21.       

CNH-BSI-97781

20.12.2023

Tangaon River, Bansihari, Dakshin Dinajpur District, WB

25.39609,

88.416258

River

Moderately flowing river with sandy bottom and submerged rocks

Dr. U Elaya Perumal

22.       

CNH-BSI-97785

21.12.2023

Ramchandrapur, Malda district, WB

24.924983,

88.099551

River

Moderately flowing river with sandy bottom and submerged rocks

Dr. U Elaya Perumal

 

This study reveals the occurrence of Compsopogon caeruleus across a range of physicochemical conditions (Table 2). Atmospheric temperatures recorded at the collection sites ranged from 20.2°C to 28.6°C, while corresponding water temperatures varied between 19.0°C and 26.8°C during the winter season (December 2023). Incident light intensity during sampling spanned 105.34 to 2024 µmol photons m⁻² s⁻¹. Water physico-chemical parameters, such as pH, were in the range of 6.6 to 8.7, suggesting the species’ tolerance to slightly acidic to alkaline conditions. Electrical conductivity fluctuated between 64 and 398 µS/cm, and total dissolved solids (TDS) ranged from 32 to 172 ppm, reflecting moderate mineral content and low to mild levels of pollution. These observations are consistent with earlier findings (Wehr & Sheath, 2003; Liu & Wang, 2004; Liu et al., 2004), which reported the species’ affinity for clear, temperate waters with moderate nutrient loads and its resilience to slight anthropogenic disturbances. The current data further support the ecological plasticity of Compsopogon caeruleus, indicating its ability to inhabit clear to slightly turbid habitats and persist across a broad spectrum of environmental parameters.

Table 2. Ecological and Physico-chemical parameters of sampling sites

S. No

Field Number

Altitude (m)

mean sea level

pH

Water Temperature (℃)

Atmospheric Temperature (℃)

Light Intensity (µmol/s/m2)

Total Dissolved Solids (ppm)

Electrical Conductivity (µS/cm)

1.         

CNH-BSI-97703

64

7.6

20.1

21

211.6

93

186

2.         

CNH-BSI-97709

80

8.3

23

24.5

828

98

196

3.         

CNH-BSI-97715

106

7.6

23

24.5

736

149

236

4.         

CNH-BSI-97717

105

7.8

25

26

828

108

216

5.         

CNH-BSI-97718

105

7.6

26

26.8

598

112

224

6.         

CNH-BSI-97719

110

7.8

26.3

27

736

108

216

7.         

CNH-BSI-97720

112

7.8

26.6

27

736

172

398

8.         

CNH-BSI-97721

112

7.8

26.6

27

736

172

398

9.         

CNH-BSI-97727

182

7

19.6

20.2

105.34

33

66

10.       

CNH-BSI-97728

182

7

19.6

20.2

105.34

33

66

11.       

CNH-BSI-97730

176

6.6

22

22.9

110.4

52

104

12.       

CNH-BSI-97761

133

8.7

26.5

27.8

506

35

70

13.       

CNH-BSI-97763

111

7.6

21.9

22

529

53

106

14.       

CNH-BSI-97765

107

8.2

19.3

20

529

53

106

15.       

CNH-BSI-97766

147

7.6

19

21.5

874

32

64

16.       

CNH-BSI-97767

115

7.6

22

23

1104

39

78

17.       

CNH-BSI-97769

120

7.8

23.5

24

1449

33

66

18.       

CNH-BSI-97770

125

7.4

26.3

27.8

2024

49

98

19.       

CNH-BSI-97774

120

7.8

28.5

30

1426

40

82

20.       

CNH-BSI-97776

92

7.8

26.5

28.6

2024

49

100

21.       

CNH-BSI-97781

53

7.8

26.6

28

2208

69

136

22.       

CNH-BSI-97785

44

7.8

26.8

28.6

1978

136

276

 

Recent studies have highlighted the potential of red algae as sustainable biofertilizers and plant growth promoters. Polysaccharides and bioactive compounds from red algae play a vital role in enhancing plant growth and resilience. Their multifunctional properties support nutrient uptake, stress tolerance, and sustainable agricultural productivity (Trivedi et al., 2023). Biostimulants derived from red algae enhance plant vitality by supplying essential nutrients and bioactive molecules. These natural compounds help plants to withstand abiotic stress through improved physiological and biochemical resilience (Banakar et al., 2022). These findings support the broader use of red algal biomass in promoting plant health and productivity through natural, eco-friendly means. In parallel, Compsopogon caeruleus, a freshwater red alga, has shown remarkable ecological tolerance, particularly its ability to thrive in slightly polluted or thermally impacted water bodies (Andrzej & Andrzej, 2022). This resilience makes it a promising candidate for integrated aquaculture-agriculture systems. Its cultivation along with rice plants could serve dual purposes: biomass production for biofertilizer use and phytoremediation of agricultural runoff. The species’ adaptability to variable water quality conditions and its capacity to colonize submerged surfaces further enhance its utility in such agroecological models. Together, these insights underscore the untapped potential of red algae in sustainable agriculture, particularly in regions where water quality and soil fertility are limiting factors.

SYSTEMATIC TREATMENT

 Compsopogonophyceae G.W.Saunders & Hommersand

 Compsopogonales Skuja

 Compsopogonaceae F.Schmitz

Compsopogon Montagne

Compsopogon caeruleus (Balbis ex C.Agardh) Montagne, Sciences physiques. Botanique. Cryptogamie. 1:154. 1846; Conferva caerulea Balbis ex Agardh, 1824; Compsopogon aeruginosus (J.Agardh) Kützing, 1849; Compsopogon aeruginosus (J. Agardh) Kützing var. catenatum Yadava, & Pandey, 1980; Compsopogon chalybeus Kützing, 1849; Compsopogon hookeri Montagne, 1846; Compsopogon lividus De Toni, 1897; Compsopogon indicus Das, 1963; Compsopogon iyengarii Krishnamurthy, 1958; Composopogon prolificus Yadava & Kumano, 1985; Compsopogonopsis japonica Chihara, 1976; Compsopogon corinaldii (Meneghini) Kutzing, 1857; Compsopogon sparsus S.L.Xie  & Y.J.Ling, 1998.

Fig. 1-27.

Vernacular /Common Name:  Staghorn algae

The Compsopogon specimens exhibited diverse morphological characteristics, occurring either as free-floating or attached to various substrates, including aquatic plants (Vallisneria sp.), green algae (Cladophora sp., Pithophora sp.), submerged rocks, and lifeless materials (dead wood, plastics, cloths, etc.) in streams and rivers. The thallus colouration ranged from blue-green to olivaceous green, with heights varying from 0.1 cm to 120 cm and diameters between 0.1 mm to 2 mm. Basal discs facilitated attachment to the host surface, while the thallus was either distinctly constricted or unconstricted, with apex attenuation varying towards both the tip and base. Branching patterns were highly variable, with branches occurring alternately or irregularly. Some specimens exhibited abundant branching, while others showed minimal branching, with branch angles ranging between 10 º∆ and 90 °∆. The thallus gradually attenuated towards the tips, though some specimens displayed abrupt constriction at the apex. Axial cells measured between 20.00 to 522.50 µm in height and 60.00 to 550.75 µm in breadth, while apical cells were depressed spherical structures, approximately 12-14 µm in diameter. The thallus was corticated with 1-3 layers of cortical cells, and their size ranged from 10.50 to 65.50 µm in length and 15.00 to 30.50 µm in breadth. These cortical cells divided obconically and formed monosporangia, with diameters ranging from 8.50 to 32.80 µm. The liberated monospore adhered to a host, enlarged, and subsequently divided to initiate new thallus growth, establishing attachment on the host.

Distribution: India-Arunachal Pradesh, Assam, Bihar, Gujarat, Jammu & Kashmir, Jharkhand, Karnataka, Kerala, Maharashtra, Madhya Pradesh, New Delhi, Odisha, Rajasthan, Tamil Nadu, Uttarakhand, Uttar Pradesh, West Bengal- North 24 Parganas, South 24 Parganas, Hoogly, Howrah Districts (Ganesan et al., 2018; Elaya Perumal & Palanisamy 2025). Global - Austria, Britain, Ireland, Croatia, Czech Republic Czechia, France, Germany, Italy, Malta, Poland, Arkansas, Florida, Louisiana, Mexico, New Mexico, North Carolina, Cuba, Lesser Antilles, Martinique, W. Atlantic, Argentina, Brazil, Paraguay, Algeria, Mauritius, Egypt, Iraq, Bangladesh, India, Khandesh, Indonesia, Malaysia, Thailand, Viet Nam, China, Japan, Taiwan, Australia, New South Wales, New Zealand, Queensland, Australia, Hawaiian Islands, Vanuatu (Elaya Perumal & Palanisamy, 2025).

Specimens Examined: India- West Bengal, Cooch Behar District, Cooch Behar, Torsa River Bank, 12.12.2023, Dr. U Elaya Perumal, CNH-BSI-97703 (CAL); Alipurduar District, Sonapur, Stream, 12.12.2023, Dr. U Elaya Perumal, CNH-BSI-97709 (CAL); Alipurduar District, Madhya Rangali, River Bank, 13.12.2023, Dr. U Elaya Perumal, CNH-BSI-97715 (CAL); Alipurduar District, Madhya Rangali Bazar, stream, 13.12.2023, Dr. U Elaya Perumal, CNH-BSI-097717 (CAL); Alipurduar District, Madhya Rangali Bazar, River, 13.12.2023, Dr. U Elaya Perumal, CNH-BSI-97718 (CAL); Alipurduar District, Uttar Sisubari, river, Dr. U Elaya Perumal, CNH-BSI-97719; Alipurduar District, Uttar Sisubari, stream, 13.12.2023, Dr. U Elaya Perumal, CNH-BSI-97720 (CAL); Alipurduar District, Uttar Sisubari, stream, 13.12.2023, Dr. U Elaya Perumal, CNH-BSI-97721 (CAL); Jalpaiguri District, Near Nagarakata Toll Plaza, Big stream, 14.12.2023, Dr. U Elaya Perumal, CNH-BSI-97727 (CAL); Jalpaiguri District, Near Nagarakata Toll Plaza, small stream, 14.12.2023, Dr. U Elaya Perumal, CNH-BSI-97728 (CAL); Jalpaiguri District, Near Nagarakata Toll Plaza, stream, 14.12.2023, Dr. U Elaya Perumal, CNH-BSI-97730; Jalpaiguri District, Jalpaiguri, Nokha ghat, River, 16.12.2023, Dr. U Elaya Perumal, CNH-BSI-97761 (CAL); Jalpaiguri District, Sukani, Chauli River, 17.12.2023, Dr. U Elaya Perumal, CNH-BSI-97763 (CAL); Jalpaiguri District, Bahadur, stream, 18.12.2023, Dr. U Elaya Perumal, CNH-BSI-97765 (CAL); Jalpaiguri District, Jhabera Vita, Talma river, 18.12.2023, Dr. U Elaya Perumal, CNH-BSI-97766 (CAL); Jalpaiguri District, Balai Gachh, Kartowa Bridge, 18.12.2023, Dr. U Elaya Perumal, CNH-BSI-97767 (CAL); Jalpaiguri District, Jugibhita, Sau Bridge, 18.12.2023, Dr. U Elaya Perumal, CNH-BSI-97769 (CAL); Darjeeling District, Rahamu, Stream, 18.12.2023, Dr. U Elaya Perumal, CNH-BSI- 97770 (CAL);  Darjeeling District, Kantibhita, Stream, 18.12.2023, Dr. U Elaya Perumal, CNH-BSI-97774; Uttar Dinajpur, Uttar Bhagalpur, River, 18.12.2023, Dr. U Elaya Perumal, CNH-BSI-97776 (CAL); Dakshin Dinajpur District, Bansihari, Tangaon River, 20.12.2023, Dr. U Elaya Perumal, CNH-BSI-97781 (CAL); Malda district, Ramchandrapur, River, 21.12.2023, Dr. U Elaya Perumal, CNH-BSI-97785 (CAL).

IUCN Conservation Status: Least Concern (LC)

Despite potential threats from increasing anthropogenic activities and habitat degradation, Compsopogon caeruleus exhibits a widespread global distribution and remarkable adaptability to extreme (polluted) climatic conditions, where many other red algae struggle to survive. The species is documented across most continents. In India, Compsopogon caeruleus is widely distributed, with extensive documentation across multiple states. The corresponding author has critically studied the alga in various states and documented its presence in a few previous publications (Elaya Perumal & Sundararaj, 2023; Elaya Perumal & Palanisamy, 2025). Based on these observations, the authors conclude that the species maintains a substantial population across many studied locations, with only a few sites exhibiting lower population densities. This alga commonly forms dense populations, where mature individuals are frequently abundant, often numbering over 100 within a single subpopulation. However, in a few populations, it is observed at lower densities, with fewer than 50 mature individuals. This alga is commonly found from the monsoon through mid-to-late summer in many locations. In certain areas, however, it appears predominantly in the post-monsoon season. Even though this alga shows adaptability to pollution, it is not found in waters with high pollution (domestic and industrial polluted water bodies). Therefore, increasing anthropogenic pressures and water pollution may pose a growing threat to its long-term persistence. Nonetheless, based on its broad distribution, ecological resilience, and stable populations across multiple regions, this study provisionally assesses Compsopogon caeruleus as Least Concern (LC) under IUCN criteria.

Conclusion


The present study significantly extends the known distribution of Compsopogon caeruleus in West Bengal, revealing its presence in seven additional northern districts. This finding highlights the broader ecological adaptability of the species, suggesting its potential resilience in varied aquatic environments. Furthermore, the observed morphological diversity among collected specimens underscores the species’ structural plasticity, aligning with previous taxonomic descriptions. Given that earlier studies primarily reported Compsopogon caeruleus in southern districts, these findings contribute valuable new insights into its geographical range and habitat preferences. Compsopogon caeruleus is provisionally assessed as Least Concern (LC) in this study, given its widespread distribution and ecological resilience, though localized threats from anthropogenic activities warrant continued monitoring. The authors propose co-cultivating Compsopogon caeruleus alongside rice plants, enabling its direct use as a biofertilizer within the same agricultural landscape, thereby enhancing soil fertility and reducing dependence on synthetic inputs.

 

Author Information


<p>Elaya Perumal U, Palanisamy M</p>


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