Evidence map›Paper›PMID 41807393›Full record

ArticleNature communications2026

In situ synchrotron X-ray scattering reveals organic-mediated scaling mechanisms on desalination membranes.

Zimou Feng, Shu Xu, Jingjing Cao, Zhen Ren, Yi Yang, Jin Jiang, Xunda Feng, Xinglin Lu

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Zimou Feng *State Key Laboratory of Advanced Environmental Technology, Department of Environmental Science and Engineering, University of Science and Technology of China, Hefei, China.
Shu Xu *State Key Laboratory of Advanced Environmental Technology, Department of Environmental Science and Engineering, University of Science and Technology of China, Hefei, China.ORCID http://orcid.org/0000-0002-0184-9159
Jingjing CaoState Key Laboratory of Advanced Environmental Technology, Department of Environmental Science and Engineering, University of Science and Technology of China, Hefei, China.ORCID http://orcid.org/0000-0003-2945-6442
Zhen RenState Key Laboratory of Advanced Environmental Technology, Department of Environmental Science and Engineering, University of Science and Technology of China, Hefei, China.
Yi YangState Key Laboratory of Advanced Environmental Technology, Department of Environmental Science and Engineering, University of Science and Technology of China, Hefei, China.ORCID http://orcid.org/0000-0001-9600-3713
Jin JiangGuangdong Basic Research Center of Excellence for Ecological Security and Green Development, Key Laboratory for City Environmental Safety and Green Development of the Ministry of Education, School of Ecology, Environment and Resources, Guangdong University of Technology, Guangzhou, China.ORCID http://orcid.org/0000-0003-2355-4244
Xunda FengState Key Laboratory of Advanced Fiber Materials, Center for Advanced Low-dimension Materials, and College of Materials Sciences and Engineering, Donghua University, Shanghai, China.ORCID http://orcid.org/0000-0002-4528-0769
Xinglin LuState Key Laboratory of Advanced Environmental Technology, Department of Environmental Science and Engineering, University of Science and Technology of China, Hefei, China. xinglinlu@ustc.edu.cn.ORCID http://orcid.org/0000-0002-0229-7712

Funding

National Natural Science Foundation of China (National Science Foundation of China) 22576197National Natural Science Foundation of China (National Science Foundation of China) 52170094
6 · The paper itself

Abstract

Inorganic scaling, governed by complex organic-inorganic interactions, presents a pervasive challenge in aqueous environments with broad implications for engineering systems. Using reverse-osmosis (RO) desalination as a model platform, we investigate how mixed organic foulants influence inorganic gypsum scaling at membrane-water interfaces. Representative proteins, humic substances, and polysaccharides are employed as model foulants to reveal their roles in modulating gypsum crystallization behavior. By integrating advanced in situ, time-resolved synchrotron X-ray scattering within the concentration polarization layer-a region typically inaccessible to conventional characterization techniques-with modelling, spectroscopic, and imaging analyses, we track the evolution of gypsum scaling from nanoscale precursors to mature crystals. Our findings reveal that different classes of organic foulants regulate gypsum crystallization through distinct mechanisms, ranging from inhibiting precursor aggregation in the bulk solution to altering interfacial physicochemical properties that govern the kinetics of heterogeneous nucleation and growth. These findings provide molecular-level insights into the coupled dynamics of organic fouling and inorganic scaling, advancing mechanistic understanding of crystallization at functional interfaces. Such insights offer guidance for the rational design of anti-scaling strategies in engineering systems.

Identifiers

PMID41807393
PMCPMC13153257

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.