Co-benefits of intercropping on crop productivity, soil organic carbon sequestration and N2O mitigation
Data files
Sep 28, 2026 version files 2.59 MB
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date_used_in_the_meta_analysis_unformatted.xlsx
1.26 MB
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date_used_in_the_meta_analysis.xlsx
1.31 MB
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README.md
13.78 KB
Abstract
Intercropping is a promising sustainable agriculture practice, but its adoption is hindered by the potential reduction in benefits when shifting from monoculture to intercropping, especially if there are trade-offs between yield, soil organic carbon (SOC) and nitrous oxide (N2O) emissions. In this study, we synthesized 3843 paired observations from 510 field-based studies that compared the yields, SOC and N2O emissions of intercropping systems (only crop-crop intercropping for grain yield and including crop-tree agroforestry in addition to crop-crop intercropping for SOC and N2O) with monoculture systems. Our meta-analysis revealed that on average, intercropping increased grain yields by 22.3 %, calorie yields by 16.1 % and protein yields by 14.4 %, while reducing N2O emissions by 14.3 %. Legume-based intercropping was found to be more effective than non-legume intercropping. Intercropping also significantly increased SOC content, with agroforestry outperforming crop-crop intercropping (average increases of 15.5 % and 6.1 %, respectively). However, the effectiveness of intercropping systems varies depending on climate, soil properties and management practices. Based on data-driven machine learning models, our upscaling analyses show that converting monoculture land to cereal-legume intercropping could increase grain yields by 5.35 × 108 Mg yr -1, potentially feeding nearly 1013 million people. This conversion could also enhance SOC stocks by 2.84 Pg C yr -1 and reduce N2O emissions by 625 Gg N yr -1, resulting in a reduction of 10.6 Pg CO2-eq yr -1 for net global warming potential. Overall, converting monoculture systems to intercropping could generate approximately US$595 billion in economic benefits annually. These findings highlight the critical role of intercropping as a scalable nature-based solution for addressing the dual challenges of global food security and climate change.
Author: Jinyu He, Zhisheng Yao, Tianli Zhang, Haojie Guo, Yang Zhan, Rui Wang, Yong Li, Xunhua Zheng, Klaus Butterbach-Bahl
Any correspondence has to be send to zhishengyao@mail.iap.ac.cn
Description of the data and file structure
File: date_used_in_the_meta_analysis.xlsx
Note: There are five sheets in the dataset. The variable name, unit and description for each column of each sheet are shown below. The missing data not reported or is not available in the dataset are replaced with 'NA'.
Variable List:
Sheet1: Overview
| Column | Name | Unit | Description |
|---|---|---|---|
| A | Full Name | None | Full name of collected parameters. |
| B | Abbreviation | None | Abbreviation of collected parameter. |
Sheet2: Maize
| Column | Name | Unit | Description |
|---|---|---|---|
| A. | Number | None | Number of References used in the meta-analysis. |
| B. | Reference | None | References used in the meta-analysis. |
| C. | Location | None | Location of the experimental site. |
| D. | Country | None | Country of the experimental site. |
| E. | Continent | None | Continent of the experimental site. |
| F. | Longitude | None | Longitude of the experimental site. |
| G. | Latitude | None | Latitude of the experimental site. |
| H. | Climate | None | Climate of the experimental site. |
| I. | MAT | °C | Mean annual temperature. |
| J. | Category | None | Category of Mean annual temperature . |
| K. | MAP | mm | Mean annual precipitation. |
| L. | Category | None | Category of Mean annual precipitation. |
| M. | Sand | % | Sand content of soil. |
| N. | Silt | % | Silt content of soil. |
| O. | Clay | % | Clay content of soil. |
| P. | Soil texture | None | Soil texture of soil. |
| Q. | SOC | g C kg-1 | Soil organic carbon of soil. |
| R. | Category | None | Category of Soil organic carbon. |
| S. | TN | g N kg-1 | Total nitrogen of soil. |
| T. | Category | None | Category of Total nitrogen . |
| U. | C/N ratio | None | C/N ratio of soil. |
| V. | Category | None | Category of C/N ratio. |
| W. | Soil pH | None | pH of soil. |
| X. | Category | None | Category of Soil pH. |
| Y. | BD | g cm-3 | Bulk density of soil. |
| Z. | Category | None | Category of BD. |
| AA. | Crop a | None | Crop of monoculture. |
| AB. | Crop b | None | Crop of intercropping. |
| AC. | Crop type | None | Crop type of intercropping. |
| AD. | Category | None | Category of intercropping. |
| AE. | Intercropping pattern | None | Pattern of intercropping. |
| AF. | Replicates | None | Replicates of experiment. |
| AG. | N type | None | N type of experiment. |
| AH. | N rate | kg N ha-1 | N rate of experiment. |
| AI. | Category | None | Category of N rate. |
| AJ. | Control-grain yield | Mg ha-1 | Crop grain yield of monoculture. |
| AK. | SD | Mg ha-1 | Standard deviation of Control-Grain yield. |
| AL. | Treatment-grain yield | Mg ha-1 | Crop grain yield of intercropping. |
| AM. | SD | Mg ha-1 | Standard deviation of Treatment-Grain yield. |
| AN. | LnRR-yield | None | Response ratio of grain yield. |
| AO. | Control-calorie yield | Mcal ha-1 | Crop calorie yield of monoculture. |
| AP. | SD | Mcal ha-1 | Standard deviation of Control-Calorie yield. |
| AQ. | Treatment-calorie yield | Mcal ha-1 | Crop calorie yield of Intercropping. |
| AR. | SD | Mcal ha-1 | Standard deviation of Treatment-Calorie yield. |
| AS. | LnRR-calorie | None | Response ratio of calorie yield. |
| AT. | Control-protein yield | t ha-1 | Crop protein yield of monoculture. |
| AU. | SD | t ha-1 | Standard deviation of Control-protein yield. |
| AV. | Treatment-protein yield | t ha-1 | Crop protein yield of Intercropping. |
| AW. | SD | t ha-1 | Standard deviation of Treatment-protein yield. |
| AX. | LnRR-protein | None | Response ratio of protein yield. |
Sheet3: SOC
| Column | Name | Unit | Description |
|---|---|---|---|
| A. | Number | None | Number of References used in the meta-analysis. |
| B. | Reference | None | References used in the meta-analysis. |
| C. | Location | None | Location of the experimental site. |
| D. | Country | None | Country of the experimental site. |
| E. | Continent | None | Continent of the experimental site. |
| F. | Longitude | None | Longitude of the experimental site. |
| G. | Latitude | None | Latitude of the experimental site. |
| H. | Observation period | None | Observation period. |
| I. | Category | None | Category of observation period. |
| J. | Climate | None | Climate of the experimental site. |
| K. | MAT | °C | Mean annual temperature. |
| L. | Category | None | Category of Mean annual temperature . |
| M. | MAP | mm | Mean annual precipitation. |
| N. | Category | None | Category of Mean annual precipitation. |
| O. | Sand | % | Sand content of soil. |
| P. | Silt | % | Silt content of soil. |
| Q. | Clay | % | Clay content of soil. |
| R. | Soil texture | None | Soil texture of soil. |
| S. | SOC | g C kg-1 | Soil organic carbon of soil. |
| T. | Category | None | Category of Soil organic carbon. |
| U. | TN | g N kg-1 | Total nitrogen of soil. |
| V. | Category | None | Category of Total nitrogen . |
| W. | C/N ratio | None | C/N ratio of soil. |
| X. | Category | None | Category of C/N ratio. |
| Y. | Soil pH | None | pH of soil. |
| Z. | Category | None | Category of Soil pH. |
| AA. | BD | g cm-3 | Bulk density of soil. |
| AB. | Category | None | Category of BD. |
| AC. | Crop a | None | Crop of monoculture. |
| AD. | Crop b | None | Crop of intercropping. |
| AE. | Crop type | None | Crop type of intercropping. |
| AF. | Category | None | Category of intercropping. |
| AG. | Soil depth | cm | Soil depth of experiment. |
| AH. | Replicates | None | Replicates of experiment. |
| AI. | N type | None | N type of experiment. |
| AJ. | N rate | kg N ha-1 | N rate of experiment. |
| AK. | Category | None | Category of N rate. |
| AL. | Control-SOC | g C kg-1 | Soil orgainc carbon of monoculture. |
| AM. | SD | g C kg-1 | Standard deviation of Control-SOC. |
| AN. | Treatment-SOC | g C kg-1 | Soil orgainc carbon of intercropping. |
| AO. | SD | g C kg-1 | Standard deviation of Treatment-SOC. |
| AP. | LnRR | None | Response ratio of soil organic carbon. |
Sheet4: N2O emission
| Column | Name | Unit | Description |
|---|---|---|---|
| A. | Number | None | Number of References used in the meta-analysis. |
| B. | Reference | None | References used in the meta-analysis. |
| C. | Location | None | Location of the experimental site. |
| D. | Country | None | Country of the experimental site. |
| E. | Continent | None | Continent of the experimental site. |
| F. | Longitude | None | Longitude of the experimental site. |
| G. | Latitude | None | Latitude of the experimental site. |
| H | Climate | None | Climate of the experimental site. |
| I. | MAT | °C | Mean annual temperature. |
| J. | Category | None | Category of Mean annual temperature . |
| K. | MAP | mm | Mean annual precipitation. |
| L. | Category | None | Category of Mean annual precipitation. |
| M. | Sand | % | Sand content of soil. |
| N. | Silt | % | Silt content of soil. |
| O. | Clay | % | Clay content of soil. |
| P. | Soil texture | None | Soil texture of soil. |
| Q. | SOC | g C kg-1 | Soil organic carbon of soil. |
| R. | Category | None | Category of Soil organic carbon. |
| S. | TN | g N kg-1 | Total nitrogen of soil. |
| T. | Category | None | Category of Total nitrogen . |
| U. | C/N ratio | None | C/N ratio of soil. |
| V. | Category | None | Category of C/N ratio. |
| W. | Soil pH | None | pH of soil. |
| X. | Category | None | Category of Soil pH. |
| Y. | BD | g cm-3 | Bulk density of soil. |
| Z. | Category | None | Category of BD. |
| AA. | Crop a | None | Crop of monoculture. |
| AB. | Crop b | None | Crop of intercropping. |
| AC. | Crop type | None | Crop type of intercropping. |
| AD. | Category | None | Category of intercropping. |
| AE. | Replicates | None | Replicates of experiment. |
| AF. | N type | None | N type of experiment. |
| AG. | N tate | kg N ha-1 | N rate of experiment. |
| AH. | Category | None | Category of N rate. |
| AI. | Control-cumulative N2O fluxes | kg N2O ha-1 season-1 | Cumulative nitrous oxide fluxes of monoculture. |
| AJ. | SD | kg N2O ha-1 season-1 | Standard deviation Control-cumulative N2O fluxes. |
| AK. | Treatment-cumulative N2O fluxes | kg N2O ha-1 season-1 | Cumulative nitrous oxide fluxes of intercropping. |
| AL. | SD | kg N2O ha-1 season-1 | Standard deviation Treatment-cumulative N2O fluxes. |
| AM. | LnRR | None | Response ratio of cumulative N2O fluxes. |
| AN. | EFd | % | Direct N2O emission factor. |
Sheet6: References
| Column | Name | Unit | Description |
|---|---|---|---|
| A | Number | None | Number of references. |
| B | Reference | None | References used in the meta-analysis |
File: date_used_in_the_meta_analysis_unformatted.xlsx
Description: Same as "date_used_in_the_meta_analysis.xlsx," but with formatting removed for increased accessibility.
Sharing/Access information
Data was derived from the following sources:
We identified a total of 510 published experimental studies covering 54 countries and 362 sites, including 268 experiments for yield, 197 for SOC and 59 for N2O emission. Collect the grain yield, SOC, N2O emissions of monoculture and intercropping. In addition, other key information, including experimental location (latitude and longitude), general climate (tropical, subtropical and temperate), climate conditions (mean annual temperature (MAT) and mean annual precipitation (MAP)), soil properties (e.g., soil depth, soil texture, bulk density (BD), soil pH, initial SOC, soil total nitrogen (TN), C/N ratio) and management details (e.g., soil type, intercropping pattern, planting duratin, fertilizer type and N fertilization rate). And recorded in our full dataset.
Code/Software
None
