Department of Agricultural Economics, Kansas State University, Manhattan, KS 66506;
Department of Agronomy, Kansas State University, Manhattan, KS 66506.
Proc Natl Acad Sci U S A. 2017 Aug 29;114(35):9296-9301. doi: 10.1073/pnas.1706383114. Epub 2017 Aug 14.
Historical adaptation of sorghum production to arid and semiarid conditions has provided promise regarding its sustained productivity under future warming scenarios. Using Kansas field-trial sorghum data collected from 1985 to 2014 and spanning 408 hybrid cultivars, we show that sorghum productivity under increasing warming scenarios breaks down. Through extensive regression modeling, we identify a temperature threshold of 33 °C, beyond which yields start to decline. We show that this decline is robust across both field-trial and on-farm data. Moderate and higher warming scenarios of 2 °C and 4 °C resulted in roughly 17% and 44% yield reductions, respectively. The average reduction across warming scenarios from 1 to 5 °C is 10% per degree Celsius. Breeding efforts over the last few decades have developed high-yielding cultivars with considerable variability in heat resilience, but even the most tolerant cultivars did not offer much resilience to warming temperatures. This outcome points to two concerns regarding adaption to global warming, the first being that adaptation will not be as simple as producers' switching among currently available cultivars and the second being that there is currently narrow genetic diversity for heat resilience in US breeding programs. Using observed flowering dates and disaggregating heat-stress impacts, both pre- and postflowering stages were identified to be equally important for overall yields. These findings suggest the adaptation potential for sorghum under climate change would be greatly facilitated by introducing wider genetic diversity for heat resilience into ongoing breeding programs, and that there should be additional efforts to improve resilience during the preflowering phase.
对干旱和半干旱条件下高粱生产的历史适应性研究表明,在未来变暖情景下,高粱具有持续生产力的潜力。利用 1985 年至 2014 年期间在堪萨斯州田间试验收集的高粱数据和跨越 408 个杂交品种,我们表明,在不断变暖的情景下,高粱生产力会下降。通过广泛的回归模型,我们确定了 33°C 的温度阈值,超过该阈值,产量开始下降。我们表明,这种下降在田间试验和农场数据中都是稳健的。中等和较高的变暖情景(2°C 和 4°C)分别导致产量减少约 17%和 44%。在 1 到 5°C 的变暖情景下,平均每摄氏度的减产约为 10%。过去几十年的育种工作已经开发出了高产品种,这些品种在耐热性方面具有很大的可变性,但即使是最耐热的品种,对变暖的温度也没有多少抵抗力。这一结果表明,适应全球变暖有两个问题值得关注,第一个问题是,适应不会像生产者在当前可用品种之间简单切换那么简单,第二个问题是,美国的育种计划目前对耐热性的遗传多样性很窄。利用观察到的开花日期和分解热应激的影响,发现开花前和开花后阶段对整体产量同样重要。这些发现表明,通过向正在进行的育种计划引入更广泛的耐热性遗传多样性,高粱在气候变化下的适应潜力将得到极大的促进,并且应该在开花前阶段做出额外的努力来提高耐热性。